{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  Date to iLOC Extrapolation\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas     as pd\n",
    "import mplfinance as mpf\n",
    "import datetime   as datetime\n",
    "import numpy      as np\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_to_mdate(date):\n",
    "    \"\"\"Convert a `date` to a matplotlib date:\n",
    "    \n",
    "    Input: `date` may be any of:\n",
    "        (1) parseble string containing a date or datetime as a string,\n",
    "        (2) python `datetime.date` or `datetime.datetime`,object\n",
    "        (3) pandas.Timestamp object\n",
    "    \n",
    "    Returns a Matplotlib Date: floating point number of days from 01-Jan-0001, plus one day.\n",
    "    \"\"\"\n",
    "    if isinstance(date,str):\n",
    "        pydt = pd.to_datetime(date).to_pydatetime()\n",
    "    elif isinstance(date,pd.Timestamp):\n",
    "        pydt = date.to_pydatetime()\n",
    "    elif isinstance(date,(datetime.datetime,datetime.date)):\n",
    "        pydt = date\n",
    "    else:\n",
    "        return None\n",
    "    return mdates.date2num(pydt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_to_iloc(dtseries,date):\n",
    "    d1s = dtseries.loc[date:]\n",
    "    if len(d1s) < 1:\n",
    "        sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n",
    "        raise ValueError('User specified line date \"'+str(date)+\n",
    "                         '\" is beyond (greater than) range of plotted data ('+sdtrange+').')\n",
    "    d1 = d1s.index[0]\n",
    "    d2s = dtseries.loc[:date]\n",
    "    if len(d2s) < 1:\n",
    "        sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n",
    "        raise ValueError('User specified line date \"'+str(date)+\n",
    "                         '\" is before (less than) range of plotted data ('+sdtrange+').')\n",
    "    d2 = dtseries.loc[:date].index[-1]\n",
    "    # If there are duplicate dates in the series, for example in a renko plot\n",
    "    # then .get_loc(date) will return a slice containing all the dups, so:\n",
    "    loc1 = dtseries.index.get_loc(d1)\n",
    "    if isinstance(loc1,slice): loc1 = loc1.start\n",
    "    loc2 = dtseries.index.get_loc(d2)\n",
    "    if isinstance(loc2,slice): loc2 = loc2.stop - 1\n",
    "    return (loc1+loc2)/2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_to_iloc_linear(dtseries,date,trace=True):\n",
    "    d1 = date_to_mdate(dtseries.index[0])\n",
    "    d2 = date_to_mdate(dtseries.index[-1])\n",
    "\n",
    "    if trace: print('d1,d2=',d1,d2)\n",
    "    i1 = 0.0\n",
    "    i2 = len(dtseries) - 1.0\n",
    "    if trace: print('i1,i2=',i1,i2)\n",
    "    \n",
    "    slope   = (i2 - i1) / (d2 - d1)\n",
    "    yitrcpt = i1 - (slope*d1)\n",
    "    if trace: print('slope,yitrcpt=',slope,yitrcpt)\n",
    "    yitrcpt = i2 - (slope*d2)\n",
    "    if trace: print('slope,yitrcpt=',slope,yitrcpt)\n",
    "    return (slope,yitrcpt)\n",
    "    \n",
    "    \n",
    "#     d2s = dtseries.loc[:date]\n",
    "#     if len(d2s) < 1:\n",
    "#         sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n",
    "#         raise ValueError('User specified line date \"'+str(date)+\n",
    "#                          '\" is before (less than) range of plotted data ('+sdtrange+').')\n",
    "#     d2 = dtseries.loc[:date].index[-1]\n",
    "#     # If there are duplicate dates in the series, for example in a renko plot\n",
    "#     # then .get_loc(date) will return a slice containing all the dups, so:\n",
    "#     loc1 = dtseries.index.get_loc(d1)\n",
    "#     if isinstance(loc1,slice): loc1 = loc1.start\n",
    "#     loc2 = dtseries.index.get_loc(d2)\n",
    "#     if isinstance(loc2,slice): loc2 = loc2.stop - 1\n",
    "#     return (loc1+loc2)/2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2519, 6)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-12-31</th>\n",
       "      <td>147.100006</td>\n",
       "      <td>147.610001</td>\n",
       "      <td>146.059998</td>\n",
       "      <td>146.210007</td>\n",
       "      <td>118.624741</td>\n",
       "      <td>108126800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>268.529999</td>\n",
       "      <td>268.549988</td>\n",
       "      <td>266.640015</td>\n",
       "      <td>266.859985</td>\n",
       "      <td>266.859985</td>\n",
       "      <td>96007400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2007-12-31  147.100006  147.610001  146.059998  146.210007  118.624741   \n",
       "2017-12-29  268.529999  268.549988  266.640015  266.859985  266.859985   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2007-12-31  108126800  \n",
       "2017-12-29   96007400  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(504, 6)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>112.370003</td>\n",
       "      <td>113.389999</td>\n",
       "      <td>111.510002</td>\n",
       "      <td>113.330002</td>\n",
       "      <td>96.341141</td>\n",
       "      <td>118944600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-30</th>\n",
       "      <td>126.019997</td>\n",
       "      <td>126.330002</td>\n",
       "      <td>125.500000</td>\n",
       "      <td>125.500000</td>\n",
       "      <td>111.063309</td>\n",
       "      <td>95599000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2010-01-04  112.370003  113.389999  111.510002  113.330002   96.341141   \n",
       "2011-12-30  126.019997  126.330002  125.500000  125.500000  111.063309   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2010-01-04  118944600  \n",
       "2011-12-30   95599000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in daily data for the S&P 500 from November of 2019: \n",
    "#daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "#daily = pd.read_csv('../data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True)\n",
    "daily = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.iloc[[0,-1]]\n",
    "daily = daily.loc['2010-1-1':'2012-1-1',:]\n",
    "daily.shape\n",
    "daily.iloc[[0,-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,xlim=('2009-05-10','2012-12-10'),show_nontrading=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2010-01-04', '2010-01-05', '2010-01-06', '2010-01-07',\n",
       "               '2010-01-08', '2010-01-11', '2010-01-12', '2010-01-13',\n",
       "               '2010-01-14', '2010-01-15',\n",
       "               ...\n",
       "               '2011-12-16', '2011-12-19', '2011-12-20', '2011-12-21',\n",
       "               '2011-12-22', '2011-12-23', '2011-12-27', '2011-12-28',\n",
       "               '2011-12-29', '2011-12-30'],\n",
       "              dtype='datetime64[ns]', name='Date', length=504, freq=None)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ix = daily.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('725 days 00:00:00')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ix[-1] - ix[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "725.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_to_mdate(ix[-1]) - date_to_mdate(ix[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "517.8571428571429"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "725*(5./7.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_yxs(data,d1,d2,trace=True):\n",
    "    #print('trace=',trace)\n",
    "    #cpx = daily['Close']['2010-12-1':'2011-1-31']\n",
    "    slice = data['Close'][d1:d2]\n",
    "    if trace: \n",
    "        print('slice range:\\n',slice.iloc[[0,-1]])\n",
    "        print('\\nlen(data),len(',d1,':',d2,')=',len(data),',',len(slice),'\\n')\n",
    "\n",
    "    m,b = date_to_iloc_linear(slice,0,trace)\n",
    "\n",
    "    x = [x for x in range(len(data))]\n",
    "    y = [y for y in data['Close'].values]\n",
    "\n",
    "    #daily['Close']['2020-11-1':'2020-11-30']\n",
    "    offset = len(data.loc[:slice.index[-1]]) - len(slice)\n",
    "    if trace:\n",
    "        print('offset=',offset)\n",
    "\n",
    "    dates = mdates.date2num(data.index.to_pydatetime())\n",
    "    \n",
    "    x2 = [(m*d + b + offset) for d in dates]\n",
    "\n",
    "    if trace:\n",
    "        print('len(x),len(x2)=',len(x),len(x2))\n",
    "    print('len(slice)=',len(slice),'len(data)=',len(data),'offset=',offset)\n",
    "    return (x,x2,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "slice range:\n",
      " Date\n",
      "2010-12-01    121.010002\n",
      "2011-01-31    128.679993\n",
      "Name: Close, dtype: float64\n",
      "\n",
      "len(data),len( 2010-12-1 : 2011-1-31 )= 504 , 42 \n",
      "\n",
      "d1,d2= 14944.0 15005.0\n",
      "i1,i2= 0.0 41.0\n",
      "slope,yitrcpt= 0.6721311475409836 -10044.327868852459\n",
      "slope,yitrcpt= 0.6721311475409836 -10044.327868852459\n",
      "offset= 230\n",
      "len(x),len(x2)= 504 504\n",
      "len(slice)= 42 len(data)= 504 offset= 230\n"
     ]
    }
   ],
   "source": [
    "x,x2,y = generate_yxs(daily,'2010-12-1','2011-1-31')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "fig = plt.figure(figsize=(16,8))\n",
    "ax  = fig.add_subplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7efe0e3d2cd0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7efe0e45fdf0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7efe0e3d2fa0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7efe0e12e730>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ax.scatter(x,y,s=300,marker='^',c='c')\n",
    "# ax.scatter(x2,y,s=300,marker='v',c='m')\n",
    "# ax.scatter( x,y,s=200,marker='d',c='c')\n",
    "# ax.scatter(x2,y,s=200,marker='d',c='m')\n",
    "\n",
    "ax.scatter( x,y,s=600,marker='_',c='c')\n",
    "ax.scatter(x2,y,s=600,marker='_',c='m')\n",
    "ax.scatter( x,y,s=600,marker=2,c='c')\n",
    "ax.scatter(x2,y,s=600,marker=2,c='m')\n",
    "\n",
    "#ax.scatter( x,yconst,s=1200,marker=2,c='c')\n",
    "#ax.scatter(x2,yconst,s=1200,marker=3,c='m')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         x          x2      diff   fill\n",
      "0      0.0    7.524590 -7.524590  False\n",
      "503  503.0  494.819672  8.180328  False\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "\n",
    "a = df['diff'] < 1.0 \n",
    "b = df['diff'] > -1.0\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "\n",
    "print(df.iloc[[0,-1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e331d00>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tdf = df['diff']\n",
    "tdf.plot(figsize=(14,8))\n",
    "#tdf.iloc[150:350].plot(figsize=(14,8))\n",
    "#tdf.iloc[100:400].plot(figsize=(14,8))\n",
    "#tdf.iloc[150:350].plot(figsize=(14,8))\n",
    "#tdf.iloc[200:300].plot(figsize=(14,8))\n",
    "#tdf.iloc[230:270].plot(figsize=(14,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=df['fill'].values,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 42 len(data)= 504 offset= 230\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e7ce0a0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs(daily,'2010-12-1','2011-1-31',trace=False)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.5\n",
    "b = df['diff'] > -0.5\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff']\n",
    "tdf.plot(figsize=(14,8),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=df['fill'].values,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 83 len(data)= 504 offset= 209\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e538130>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs(daily,'2010-11-1','2011-3-1',trace=False)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.5\n",
    "b = df['diff'] > -0.5\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff']\n",
    "tdf.plot(figsize=(14,8),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=df['fill'].values,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_yxs_FROM_UTILS(data,d1,d2,trace=True,VERS=1):\n",
    "    from mplfinance._utils import _date_to_iloc_extrapolate\n",
    "    #from mplfinance._utils import _date_to_iloc_extrap_v2\n",
    "    #from mplfinance._utils import _date_to_iloc_extrap_v3\n",
    "    #from mplfinance._utils import _date_to_iloc_linear\n",
    "    #print('trace=',trace)\n",
    "    #cpx = daily['Close']['2010-12-1':'2011-1-31']\n",
    "    slice = data['Close'][d1:d2]\n",
    "    if trace: \n",
    "        print('slice range:\\n',slice.iloc[[0,-1]])\n",
    "        print('\\nlen(data),len(',d1,':',d2,')=',len(data),',',len(slice),'\\n')\n",
    "\n",
    "    #m,b = date_to_iloc_linear(slice,0,trace)\n",
    "\n",
    "    x = [x for x in range(len(data))]\n",
    "    y = [y for y in data['Close'].values]\n",
    "\n",
    "    #daily['Close']['2020-11-1':'2020-11-30']\n",
    "    offset = len(data.loc[:slice.index[-1]]) - len(slice)\n",
    "    if trace:\n",
    "        print('offset=',offset)\n",
    "\n",
    "    #dates = mdates.date2num(data.index.to_pydatetime())\n",
    "    \n",
    "    #if VERS == 3:\n",
    "    #    x2 = [(_date_to_iloc_extrap_v3(slice,d) + offset) for d in data.index]\n",
    "    #elif VERS == 2:\n",
    "    #    x2 = [(_date_to_iloc_extrap_v2(slice,d) + offset) for d in data.index]\n",
    "    #else:\n",
    "    #    x2 = [(_date_to_iloc_extrapolate(slice,d) + offset) for d in data.index]\n",
    "    x2 = [(_date_to_iloc_extrapolate(slice,d) + offset) for d in data.index]\n",
    "    \n",
    "    if trace:\n",
    "        print('len(x),len(x2)=',len(x),len(x2))\n",
    "    print('len(slice)=',len(slice),'len(data)=',len(data),'offset=',offset)\n",
    "    return (x,x2,y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 42 len(data)= 504 offset= 230\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e2bacd0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs(daily,'2010-12-1','2011-1-31',trace=False)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.95\n",
    "b = df['diff'] > -0.95\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff'].iloc[150:350]\n",
    "whr = df['fill'].iloc[150:350].values\n",
    "tdf.plot(figsize=(9,5),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 42 len(data)= 504 offset= 230\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e25ef10>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs_FROM_UTILS(daily,'2010-12-1','2011-1-31',trace=False)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.95\n",
    "b = df['diff'] > -0.95\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff'].iloc[150:350]\n",
    "whr = df['fill'].iloc[150:350].values\n",
    "tdf.plot(figsize=(9,5),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 82 len(data)= 504 offset= 209\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e1cc970>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs(daily,'2010-11-1','2011-2-28',trace=False)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.95\n",
    "b = df['diff'] > -0.95\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff'].iloc[150:350]\n",
    "whr = df['fill'].iloc[150:350].values\n",
    "tdf.plot(figsize=(9,5),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 82 len(data)= 504 offset= 209\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e1b1d00>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs_FROM_UTILS(daily,'2010-11-1','2011-2-28',trace=False)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.95\n",
    "b = df['diff'] > -0.95\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff'].iloc[100:400]\n",
    "whr = df['fill'].iloc[100:400].values\n",
    "tdf.plot(figsize=(9,5),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 82 len(data)= 504 offset= 209\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e0d38e0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bnlHbQvK/JWmZq92+ztyUlNauHq3Yuk+SNKamwnhNZ9sVW/apI5GdnaX9AAnKlxmj/7vavHPuARNBea81O/brwt+8olseX6VBWOQUAIBB879v75AkpSzprW37PdtYlqUX3UG5R7C9Y3+X1u92ToG4v6tHPca0h5L08qZm9Q6664SpIxSPRtKv6Qr0l7lG04d6+sqyDXv0hftf1r+/tClvO/MugXnRAfghKO/16V8u0/rd7Vq6epfe2cmUjQCAoW/1jlb992tb1NrlXWgpST2u9BC/VJN1u9u1s9U5ouuZ/70xNyVFyh0tN4PtBZNGqLayzHP77guBoZ6+8otnN2hzS6fue2mTY/51U0tHQm9vz178tA/xCw0MDQTlSleR7zIORF634QAAGEraunv0zf95Uz95er3uXrbRt90bW/erzQgK/eYJ98r/9mprFmVOrY97tk0Zo+6xaFhzxg9TbWVUUjqtJdk7hL6lpUObmjscrx9U+koyZfkG2RlbWjrVuLfDbu+X3rO8MXuXQBr6FxoYGgjKJb3Zm/OW0Z3kxwMAGNr+vqlF+3tHyNft9l9R0z0Dit/0hd4zpTjbdvek9EpTiyRpeDyq+ROH28+ZI+Crd7Ta/543oU7lkbBqY+mg3JK0rzeAd6euSMEEsDtbu/SZX7+kz/x6ed6ZUnLSewqcdYagHIUgKJdXPhu5XwCAYOxs7dJtT67RX9/xn5JQchYS+gWHUm66iVf6yr7OhGeuubvta5tb1NmTPkcumDRcw3tHv9P7kA3gzeD12MnpwL3WbNt7R9psNyyWTm9JJK2c/PRie/St7drdnlBzR0LPrs+9OMkwP3PJO+c+mbL04sZmx2Okr6AQBOXKvfI9UCq/AQCl52fPrNef39yu7/5ltW+ueMpVlOmXJ75tX6c27nGmh+zzaGumWxw5bpj9uDt9xQzw3z9puCvQzrY1B7vePykdlNdVZmdhbulIqCOR1Kub06Puo6rLNWN0tf38QJ2Hu3qSWr2jVak+JnAw35ffBU6nsb/52q7cvt++g5HBSDkKcdAH5dv3d+Xc9uPHAwAIQncyZQfbiaSVU3iZsWZnm/a0ZwPC/Z3ZPG2TV3qIe55wd7sPHTba/rsZdFqWZbeLhEM6uqHOLt402+5p77ZX5Zw2skqjqtPTIZoBfHNHQq80NSuRTO/zgknDFS+P2M8P1Gwl3/7j2/rqA6/pp0+v922zt71bq7ZnVxH1u8B5panF3t8Mr6Dc6zPv6kl59g9gOuiDcvcouTT0p2MCAJSWZMrS95e+oyV/eFO788xZ7Z6z2z9n2XnusqSc0VnJeY6LhEO9r+lsl0xZeqkx3S4ejeiEqfX2c2aA2tTcoa29+dazx9aouqJMda5AW5JeMlI3MqPkkuyccimdLmMWli6YPEKVUSMoH4DzcFNzhz2yvbyx2bfdS43NMsNlv5x7r3jB6wLHbDfFKIQt5QG/ZMrSbU+s0TX/86Z2tnYFvTsHrIM+KF+9ozXnMdJX8G682tSi5Y17meceQI5n1u3W/769Qy81NuvxlTt8272Qk7Pcj5lSXAF8ZyJpF2XWV5XbM6Xs60w40jlWbt9vzzp29MQ6VVdEVN67iuc+I0A1LwSOnTRCkneeuFnkmMknd7dt7uixXy8aCWnuhFpHUJ7vPJxMWfrbml1aszP3/G0yPyO/0e90O+dn7hVoW5aVs2CSlBvA72zt0ppd6WmVp4+q0oTa7OqppRyUP79hj/781nYt35T/+4v35qAPyudPrFMkHNL4ugPjh5NBYDi4Xt/SoqsffkPX/OEtvbZ5X9//AXnx/cWB5nmjeDDfSGMhRZnNHQmt3J5blOkOyl/d3GJP8bdg0nB7VDtlpdNdMsyR3QWThisUCtn532aA6hzZ7i3ejDnTV3qSKXtUuqaiTDPH1NjPm6PqrzQ126k5R41PB+TO9BX/8/DvX9+iG/53lS576PX8wbbxvvZ3eaf3pO8SNDse87o7sWFPu3bsT/dbgxEvuNs6PsvJIxSLZsOsoRpbFHK8NQtc833meG8O+qD85ENH6tGvHKvfXLzAfqzU01de2LBHH7vzBd3y+Oqgd+WgsXTVTvvva3ex+NR7sbxxrz525wu68X9XBr0rwIBIWc7Azy8lZXNzh5qandPxebV9qXGvnW5hBn3uYOmFjc4gus6vKNNVvClJw3rbtnQkZFmW2rt79PqW9IDDITUVmjg8HZhWRiOKRkL29t/clp0T/ZjeQa8MM4A3By8y2yw0feUvvcfbRNLS+t3ex9uO7qRedxVl7vMYAX9z6z7HHO6Z9+xmfpZ+OfeSe8EkZ578UJyB5YFXNuusXy7Tb5Y3+baxLEsvGu9rKL6PA8VBH5RLUlkkrKqK7MGi1NNX7ntpk1q7klq6eqf25MldRN9Wbt+vXz23QVta/OettSzLccAeqqMhpeL+3u/vX9fszjtfMFAqzDm7pXTqhhevlTK98pvNEeuF00Zm2xqj35Zl2e3KwiHNm1CrYbHc6Qt3tXZpTe8q1u8bVaX6qnJJUl0sO6re2pXU3ze1qKd3pHnB5PRouqTeUfV0230diZwLAZOZvmJa4BWU+xxHd7d1O1bd9lvs7+9NzUq4Rsa9PkuvlJR9HkWz5md+8qH1qihLh0/mnYSunqS9cmpdZVQzxlQrXsB7Ckp3MqX7XmxURyKlh17d7Ntuza427TaKijuH2Ps4kBCU96oqzwblQ+2Hk9GZSGpve/4g211F3tbN6qTvVk8ypX/689v6z79v1o+fWufbbr1raepSv6grlkK+v+65kvdymxQHAHf+d3/yxN2j32ZRZlV5RMdPGZF9XaPtxr0d2t6bbjFn/DDFy51FmZm2Lxoj+At8878TWmbkiS+Y5Aq2ewP4ls4eO80hJOmYic52VeURlRkj55I0oS5mp48WklPuLrb0S6UodHXSzAhwSLKnZLQkx1SUrV09eqN3kcHxten9rbXvJGTbvbR+rzp7i3SPmVincCikygJTcgbavs5En+f/N4yi4haf2Xskr2mjWculWMr6bnJwiEXDCofSowId3UltWL9Wra35i0gGU7KsUtc/u1ft3Un94NzZqurc6bl/L25LOKrI24fge3m3QiGpeXuNmnbs12CkHG/uKtfe3tGBxr3paTO9Psv/a3QGmkPx+zOYvPrJisZ1/XN7tb+zR9//2OEa1rXL8/N5eUfCsTR1c0fioP4si2mwf08HsydXOqfdbfH4XpfF4nqtN92iNlZmj3q3dCT0zjvv6O21W2RZ0tqWpFq7sukhI+LZ4Llx+y69sSIdFD+zPRv8ZoJoc/rCtU1bVNfepCdXZgPVTPGmu+3KdRv07Jp0YFYeCeuoCbWO95MJUHtSlj0n+sxDanJGxkOhkGpjZY5R1wXGNs1Uj83bd+gN5RYUPv6mc851r8+yqqrK866D+3iypzOl9XvSfXPYmGpNqKu0p3J88511GhZK36l7xTguZQpX62Jl2rG/S/s6E1q3bo062tv0153ZzyxzgWNeaDRu3qphrf5pIgNlR0+5vvv8XsWjEf36c/PUvK3R8xj6eKMzuG7pTGjf9k05bZ94K3fa6FI8LldXV2vK1GlB70ZeBOW9QqGQKqMRtXUnta+9U6ctXBT0LjnUzD9bI079R0nS/766Tj/7R+/9G3n2N1U1c6H97/WbNumyc08YlH0sFeGqOo344FeV2LFeLc/9p2+7ug98WbULPi4pezA/beH8nHZjzv+uYg2z7X/v3Nus0z5/2sDveAmrnnum6j/0VUnp7+8vLznFs139mVepenb2ubWbtuhz5580KPsIFEO4qk4Nl/2747GWjkTOsaTy0Pdr9Mf/WZJ00rR6/e/bO9STsrRzX5umT59ut6tb+EXVHvcJSelCQjPw/cOfH9Hdf/o3SdKYz3xHsYlHpNv1Br7mSPmPfnyH9r34ezV8/TcKV8RVGyvTdGPxHrPtku/foboTPytJmjEiqoqybKCZbpsbSrhH0zNqK6OOoNycncUMYO+6+07d9rTzc1O4zN7fjE3bd+u0jzuPJ9FRUzTugjvS/6V3sE2S1jVt1YWfz54fq486Q/Uf/pqkdF67mSt98SUXqqvpTUlS/UcWq/qI9DF9wWTnrDMpSzr9w4uU6mzVuIt+rmj9BIVD0vyG3KD8u9+9Wa2v/a/n5zKQ6j9yhaqP+KD2d/Xo8b+v0rc/7X0MHXfRzxStb7D//faadfrimcc52oQrh2nC5f+uUMioXWht12kLF6oU/eWp5Zo6/uigd8MX6SuGzI9noBYtKESovFKxqUcrFK3I265y2jH23/e2+1Tuh8KKTZnneKh5f4d324NY3YmfVdWME1R30udUNmK8b7vKadmTZkcipb37cmc7CFdUqWL8TMdjrT63pg9E6e/vfIWisbzt4ub316/OIRRW5VTnwXI331+UuMopuQFA0pJCFVXOdsZvxAy293UmXe3Sx6V0ekidI3gOx9MrcYbK46qYMEtSOt2iobco0wzgI/FaxRoOtwPc908a7irKzLatmn2q/fcZzkFySXLkqmffg3dQbu5vRUQ6wlg9tNIoWg2XV8otNmGWIyCX5JkSZx67j26os/++p7XT1S77mR/rusDJfJZSyD4ulYez++tsW6uyurGK1k+QJB0+dphqeotazdH/cEXue+qPSNVwxSbPlUL5QreQKqdm37/fMbSs7hBHQC5JO1pyi2Yrp8xzBORSaU+G0dY2tEf3CcoNmR9PZ3Lw7uWOOvsajfnE9Rp59jW+bULllY6R2NZu7/2rGD9TkVi147HBfC+lonLa++2/l9WO8WwTGTZa5SMnOR5rS+R+lrGpRysUdo4adZXu8arfRn70ao35xL9q1Me+5dsmVFahit4RO0lq9fgcJal87HRF4s4zvl9boFSYgd+IWDbodX/XM4FUZs7uTPBq/gYiNSNVPnqKJGliTVjD4+WqKo/YwXS4Mh0wVk6Zax+X/BbvCcdrHcHb+9154kbQGa07xP77rHrn8U5yBtqSVB+P6tCRVTnt3K87Y3hE0Ug2DDEDWK8L/di03DuVXscIMyg3Z0pxtI1EFZs0R5I0rDykQ0dVOS9aKtP9Uz72fYpUDbf3NzN/u/lZRiprHds07xLEouZ7eg9BeSSqQz73fY351I2qO/F832blhxxq76/kfww1v5fZtl7tcj/zg+kcN9gIyg2ZkfLBugiMVA23v/CZUQ0vsUlHKhTJHgD8f2S5P54SvqDtp5Dqz7wqfTuu96TlJTp6qspqsqvVRSqHebbz+iy9LobMk1pG10FyIRSuHKbKQ9MXOO67BabYxCMUNu4EeV3cSD6fOUE5Slk4osopcyVJyY59OnxENs0jbBx7oqMmq2zYKEnZObszOd1JKz0wI8lxJ2lW72tl8rSlbKBv/pbM9JA6R9A5zDXq7g7Kc1NSundtVH0sN2xw546/35idJaetEczOGuHchpnq4TVSnrnjZqWSygzqu48R4ViNKsYdJkmaOLzSLt6UnMfw9HEpHfjPHBFR2PgcJeOzNI7xs+qzz5ufTzg+zDXqnv0s4328p0LFJh6hst6Lo4rx/vGC+zjqFWhL3ueunGNzKKxY752eVGerRlemP/SD5RwXBIJyQ6ZK2pL6TCfJL6TqIz+sykMX5G0VM34UkVi1FM4dgZByr2j9g5rcK9+DZaQ8NmmOqmefomh9g2qOOsO3nfuAlb1F6WrnccDKCRCNdItUV7syd15LfxQhpOo5H1Ll9OPytqqcerR9WzNcEZciubewpdzvpe9FZSEnCaCEVIyfpXBvmkrnur+rptwcKTfSNszUlUxRZsyZauJuZ45YZ4LidLts+kJ5WJozLjsiX1URsYPZ8kMOtdMXpgwL2+kWGe7Rb0nqWLvc833Wuv6vWTDqdvzUEQqHpJ79uzVnZL6g3JmmUlY7xt7fri0rVRNNvxH3MSJm3CU4dvJwxwWDeexxfJa9FwdeqUDmOWPWiOz+mW3Lakcr1pC+Gzi8IqTJI7L77hj99wjKQ+Vx1cw/R+Vjp+c8ZzKPj2HXXRZnu77jhVC0wq43MLkHnirGzVCkMr34U8eGVxQvS3/m3Sn1kUKDd4tP1RAfoNtM1UedrvrTL9foj1+n6MiJvu1yAsTKGu92U91Xvrk/skjNKJWPmiwpPYqQUfoBovdtTDfzAGveusvXTsreonRsr6zcvq1pcn/u5Yccap8sOze8qsqyA2MUoXrOaao/4+safe61io7yv+vg/l66b8fb7XJGbjy+v9UjVHHIoZKk7h3rs219UrWAUmB+99vXvqSqqHf6ivlbyhQS1rlyltPpFkdJkpKtezWhOnv6zgTwobJyVUycbR8Dpw+PqLzMyNMOhVwBfJo5Aux+TZNfUO4YgQ9J8xr8g8ajG+p0/bFxbfnlxY7PQ3IHsM7jvnns7li7XNXl3kG52e79k4Y7pmE022Y+cyvZo8OGp7frTl8Jx+tU0Rssd29fp7oK4zM32lYdtlChsvS/Z9VHHHcJnHnyueey4R/4kkacerHGfOpGhcr8BwMd5zifwaRwvE4V45zBvdfxNjbxSIXK0vPRj68K+7Y1v5cda19SRVn2fb23gcviKSReGMoIyg19FZkUquqwbKVztDdQzhEuU+XkuY6HvALE6OgpjnQLSWrvUc5Vqnnw79z4mv33Ug8Qa475mBqufED1H7kybzvztq7fKEK4cpgqxs1wPuZxcKswbmuad3BzDljmSWLdS8qcT0r9M48b39/y0ZO9G4XCirmKMsMeqUDRkRNz8va7kpIirhEy47Xa31lmf+6tPaX9WeLgljkuW6mkOtf/XdVGEJr5vYRj1aoYn063GF0Z0rja9LGn1pVqEmuYbQd1HeuXK2wEfubsJ9VGUaY7PUTKLgpkOnxE7l3amliZzCnFU11t6tr8luf7HB4vt/8+rTaieHnudk3DysOyenILNKORsB1Au8/BjsL7tcvtz9JRNBsKq7J3soOKiHTE2GGO9J7MMbxsxARFh4+VJHU1valYb7DpzLkf5jgudax9ybE/ZttM/0lypChJztH/kGv0X6Gw4jPSs6OFK6oUqR0lL2Ujxtv7K2W+O7npQZVT5+U85p1zb1y4HJLd33wXOB3r/q4K42vivpMxFNR/5Ao1XPmAao45N+hdedcIyg193WaKz1yoEadfrsiw0TnPZf9f3JEf7pezXDFhZk4VuddIo9ctfSl3VN1s1/b20/bfSztADKl2wccVCoVVNXuRb3qPu4rcN0/co4rc60LIvP03b1ShB6yXFetdarpziN6diM84QfVnfN23uFVKjzJkbsNK3oG2JFWMOyynqLg/31/35x5zjchkTrhtjJSjRJnF4l1bVinVud8ZlPf+XmJT5tnpFo6cZSMlJByvzRkpNpkBfCbIk5zpFhnDXLniPft2amxVbigQDoUcs6p0rH9FSnkf3CbUxTS7PqJkx359cKJ3GluhMkGsebc6VFah2MT03cue/buU2Lneedeh9zhlFosfNjyiskxRpqto1nkHI/tZVlc4i2YdFwLrnEG51zSQVk+33jfc+Zk7UnJco7jlY9/nOG56nY+k3ONoKBxROJZbSFtoCmDltKN79zehucY5zllUXK/yMVMlSV1bVivV3qyKiDFS7jHqH6RIdb2qj/igQqGwPX1lKSIoN8TyFGREqus18syrVHPkh1V3wmd8X6NyylyFIubB1K+QMDf/26ut2e7Q2mx3OQKgSFSxSUdKknpa99hzq0pDN32lrHZM3osbSSo/ZJp9GzYUCvsH264Dkd9IuVchoVfbeGZ0K5nQvNHe+YiRquF2ukXXtjVKtu6xRxFSlnJGgoMWjtdp5Fn/n6rnfEi1vfMNe4lNOtK+DSvlS0nJ/f56BuWO76/x+zK/68Zdo2R7i7q3rbGDl45k+nmg1DgDunTgV+0RSDoKCUfk5omn29Y60i061r/i2JZjhLf33NW9Y72GexRlunPFO9Yu9y3KHGZcGLhHik2hUEgXz65U0+2f0fTh7+33mhkcM8/BsUlz7HSLzAWJ1wVO3Mz/Ni5wMu85UzRrDryYwbajaLZ6RPa41LFPXVtWO/bTXdwqSZ2NrzsCV0mqKAvbdxzcg33u42j/4gXX8TYcse8SJDv22xda7pHy6MhJKus993ZuWqFh5SFFe3ew1SO9R8p+f8339l6yCforOnKS7wBRhnlXw++8VQoIyg2OnHKPW2eZYLvMmB7KLSfPtsArX0kKu9qmq8jT6Rbduxo1sSbi2TY28Qj7tmbnuuVKdWVX3xqKI+XR0VM17uJfaPwlv1LUNe2gKeeA5TtTijtPvCZ3VN2sIu9qU6o7PXerOzevrH6C3b+dm950TGFmjjjE+jxgDa1be5VTj7Zn8Mn7/c0phO3HBY6rf0IVVfZdo8SeLZric1FpzpXcse5lyUq5RsG8ay2Aocw5sp0O/HICSVex+DTjwtUxn/f4wxQdMU6S1NX0lqxu5wqLXgGib1GmOyhf5x9sj65O5w1bVir92xwE9ki5cQ525zZLrguc3uN4zOcCZ5hZlFl3iGINvcel5m3q2e1cYTNzgVNWPULh3ruBnev+LlnO9UuqK5zpPel9y/3MMwsTSh4pOTnxQu45Lj0l8uE5j7vbVoyfmd3f9S9rWG/Ofco1J777exkKhezPxyvnPtNOkiN9xSuboBjiM0/WuAt/onEX/SzvNs33lc4k8L7QHOoIyg3Oym9XkUlBlc8hj1Hb3B9ZWe0YlfcWgFrJHvtxd4Bo3tbsWJctbHG3df54lsvqzi4WMBRHyquPOE2hSJlC4YhnQWWGu4rc6+rXr4o8HHMGco4q8vV/V7I9vZy1O5CMuw5Y5oHfWbnv/MwlZ1A+WMUm5WOm6ZDP/5tq89y9kdxFQvkq9/s+SZhzJef7/lZOPsr5/fXIp3Vv02tEMd9MA8BQFCorN9ItdivRW7wcj2ZDhUhlrSN9oWPDK3Y+teQc/XbXr7h5z5TiHWybr2v1JBw1SG6fnT9Bk2vC2vvEnUq1N/u2G0jZADZm105l3r+5v1WO40mto1i8a+s7GlaeDW/MPPqqmQvtAQqvz8jzAmddbrDtTu/xez3zPZlBpXm31X5Nj2NdbNJR9v6ax1t3W3ccUO1XVOxx7sqZEz9SptjkoyRJyba96t62Jr0v5sDTe5lzvR9qjjo9vUvxWpWPnurdKFJmZwtImfSeau+2QxxBucGx8pZ5RWZ8QSX/nOXyMVMVqXbO/OGZs+wxgiLljpS7A8Qqv6Amc8BK9qhjwyuyerrsA/9gTolYVjtGVbNPzS1mcTEPCn6j315V5J4HLKOK3JSzMIcrHzNlB+U1jqJZd4BYHgkpFnXdBnSnW2xN39Z0FsEMzgGr7gNfVsW4w1R7wmf8b+8ZcyVL/kGuOVdytq1HSpXHCIrX67q/574zT5jFcL2jcX4nFKAUVEycY8/NbwZ04VDInnrQPbd15zp3nng2/cJMifQajXXPKZ7s2K+uLSs9980M4Ds3rZCV8FkhWtKc8bW6cl5c+5f/wbfNQKs0gulQtKK3WDybbmEl0qtyukfKHUWZrgsX8/OpOvwUo13uZ+nOFc93l8D8LBO7N6mnZbtnO8+UHI+75d4pgN7HW79znGWl1LH+767jbW9RsbECdWJ3k3qat0qSa078eG9RcXpf0+89fe4rH8CR8ujoqYrPXJg3PdG82yr5p/fEJhyeU6NXqoM5BOWGSp9CT/MLKvnfGiko70vOoKb1jaX23x0jjaGwYr2V1KmudnU1ve0ZqJhV2V1Nb9qj5JkAsWuwZq8IhTX6kzdq5JlXasQHv+LbrGz4OEWHj7P/7Zuz7FFF7hV0mp95YvembFv3qK0j2H7ZHikPhcJ20Wy6SDd9mzCxd4t69myWlB1ZautdhMFc6rljffa2piN95T0up5yW//abudJrKBRWpLres505V7LkPye+Z56450Wl9/fX2T/ZpalT3Z3q3LTCc/TbLNLt2rxSqa70Ms9+o+pAKYj7BFJSNpCLVA7LOS6ZhsWiOUeAnuZtjuNchnv6ws71uekWGeNrs3fx2lc/7/8mAhJ3zVXuyP82izJdxxO/dpJz9Dszm1kq0amuxhU52x/mGinPFOl6qY3lv1jKyI6UZz/7QlIApey5K5XoUtvKZzzbRoaNUvmodCpo95bVSnXs8zyGuu++Z9+HWUc0zHfgxTFS/h4KPSPVI3TIZ2/VqLO/qZqjz/JtZ65MK+VJB/Y8d5XmeYOg3OCskvbOZ5N6b4145LmaXww7Z9mdZ2ssOd6zf5fj1qE5Ul4xbrr9fzs2vCKlejyDGnObZhV5JkAcrPSV8rHvs3Mey1235EwF54kXPIqQqSLvdsw6Y37ujiryrekq8lTHvpy2lZOPskekzANsnSPfLuRY6tl5wMru13uZ5z5UXqlDvvBDjb/01yobMcG3XczYX8l/7lrvg7/X9zfbLvP9zRmZcM2V3GkUnJn9Yy713LnxVSnZ4ypyy10tz/ws/UbVgVKQLcrMTQ/JBIjhinhOsbgpEg6pusI5iug1sit5FG/6tJOkeQ11On1SVC3PP6jW1x8v4N0MLucUgjHPglnJGZSXVdcb6RbN6t76juM1vdJ7Oje+7jkto3vKyHwFrnXxaEHt7KA8FE7P723cbU0Z6abuY525AnVn4+tK7tvp2bbvnPvceMHcX/ec+Paoeyqpjg2v2s85c8rffd1U5aEL7IFOdwqPo12ha2F41eiV6HmDoNzgV+jpOQLuCibD8XR+oCR179ygRO8oazqoyf44zCXHM/nfmQODf564x4/Mo3Lf/JHZI+XvMX0lVF6pupM+75hmy4u5H3lzlt1FmV5tjSpyZ1vnZ+6oIm9c4bh1GPY9YKUP6pmRcrOtM2/TGEXoPWBZSgez5lLPnev/brcbqMr0qsNOUsXY96mspl5VMxf6tovnVO4XXpTpHnEIx6rtpakTuzcpsWtjb7thjvQe91zJVk+XXVjsn7eY/l460q88Vsszv7/VHm2BUhCtbzCKxd9w1PhIuatfSoUH2+0+o7HmLCl9FWVGwiGdMblCzU/d6zvFYZDMO9ZlNSONYvHN6tm7xX7OPEZUTj3aefdSzvOe90JIPjn3ObPT+Afbp80YrbJQelKATmPWMzdzDZRQeaXjbmv7O8vsBf/ccYU7/zvZYZy3PFJYpfQiVZI75z4dh5hFxeb+mt+fivEzFR0xXlJvUXHv3Uup73NcWe0Y1S26wE6R8VN4jZ5rLQyvGr26sYrW5w5e+Q1SDXUE5QavxYPKho+zv6CmnHyuKdklxzvWvmTnLLvnE/W6Uk32jto6AkmPANE9Um5WZSeat6lnT7aKvKJsYEbK6044X7XHf0ojz/6mb3qEe3/DsWrPJXi9qsg9F+8xqsi7Nq802rpz6JwBndfot+RdSOho61qaOtXdqU7jtqZ5Ei0fO92x1HOqszW73+ZqZ5639kJ5Zz7Jvi9zddI6n1ahnJxEz6JMY65kk/tzd9zWXLtcyfbs5+N38M9c4GQ+S2fxZv7vb6RyWG+Rbm8x3L6d9oWAJGdRc4nehsTByauQzvRuZ0pJJbo80y0kqSwS1iHx9DG3c+NrjuNbqTEHx+LTj/dMt0i3yw53mUV93sWbhV8ImW3NIl0vx08Zoe+cUKXtv7km7wWOo14tWpkTB6R6j7c5xfI+7cy25grU6f1dJyk3XjCLijs3viYZRaPmxV+1mXPv+l72dY4bcfrXVfv+f9DIj30r57nsjkcdRZm+NXrG3dZs2/zplI54oUTPGwTlBq+ccjOgS7Y123/PyVnOuaL1C2p6b2saVeSZAD7z5YxU16t8zDRJ6SryVO92KyKyq/Mj8dre9AXvKvJM7pcl5V26ty/xGcdLSl9clBm54CZ3Fblf5bNZRW7/3zw5dJLUuuIvvm3dFy5eo985VeS9tzXdQadZpJs+YCXs580TY/XsPAesPlY7qz/j6xp/yZ0acfrlOc9l36SzitxvFKF8zFSVVY9wPNbXPPfm9zfnonKq+wKnxWibe4FjzpWc+SwzRbNmkW73jvVK7t+d3udISLHeJb/D8VpHka77s6xi9hWUKGduc98zpZjF4m5mgNjZ+LqsHv+izAsPj2nPE3dq959/2N9dHlLM9BXzDq37szSLZjPcdy8z3BdC3Ts3OlJBTPVV2YkD8qUBZZS75iX3Uum6C+9e6TUzAm6msJorUHfv2qjkvh1KdbYao+rpthUNs+1FifzSeyKV7sWn3IWw2c8nk+qZfj1nu3yTGYRjNYpNTNc4lVWPcEzDaDKncJby3eHt/1oujnihRM8bBOWGuMfiQWaw3fbWX+2/OwLEUFixzKT9na3q2vy2HWhL2S+HueS4WUVuFx1GyhSqqHJVkWd/ZKFQKJuPmFMk5B8gelVJ157wGY362LcVqRmZ81xGtL7Bsfqj3+0grypy7x9Ptp3zdl3I1S5bRd6++jmlemcHMH+8ziryTepp3ub5mftVkbvb5jtgmSfR+PuONdq5P3NzFMH5mYcqqlTVG9Cbr+HmriL3XTDpXRRlmt9fx0w/rrmSO5vecl209BZlDh/nOVdy5oQSCoUVjlU7inT9Dv6RPlbL88o/B4Y6c0XnxN4tjnSLDHcqRWZufi9mfnO+NApJGh0Pa/9LD+fkppcac3Asc6cw1d2hzk1v5LR1f5Zdm9+2i8Xztcv3WR5+yDAdUR9R94712vf8A/3ZdV9mUF4+erKzuL2z1R4BD0cr7Ol0zRWos+caS6mOdNGpZ564T1AedhdvutKbvNJ7elp2KLGr0fFYvikRYzlFmYXVixVSC2X1/j5y1sKIVtgrUPe07FDnpuydJHfb2OSj8q5mPVQULSh/8MEH9ZGPfESzZ8/WSSedpFtvvVWJRKLv/xgg50h5zLHkeE/LdsdBwQwQK8bPtJccz1S9e+Ys+1SHO25JVQ4rKEA0K6S9qsgr8lRJV4w/THUnflbxGcerZt5HPT6JtMIX7+k7Z1lyVpF3Nb0lKXdU3auKPDNqa76ms4o8fYDxujvhd8Byt3UGiO5ZEIypyXpHdjNLPZscowiuecrNKnL3NIyOdoWu8FbAhZBzaerdjoIz80DonitZqR7XRYvXZ5n9XqYc33X399d54VJnX1TWeN41yqiIhFRhj6qX5m1IHHzMFZ39U1IKK96UpCPGpb/7qa42dbyzbID2cmgzB8cyOje86ki3yCg0/zsSDqnGKJrNF5RHwiFdNLtSW++53HeKw/4y01eqDsvWCWVTWHNzxf3SoLKj6s7jspVMpD+nzDaN9J7ykZNUkal5275Wydbdjv0rdJ77fIN9ueeuwkbAQ5FozmuF43WqGNt7t3X7Ovsur3v021yBumPdcs+BOUmqOfpsjfnUTRr7pR8pkRp6CyqaihKUP/zww7ruuuv0yU9+Uo8++qj+5V/+RQ8//LBuuummYmxuwMTKnCPljg5f6+pwj5SUTDvJK2fZ1c4nQIzU1NvpC5klx02Z/OZQJJqtyvaoIs//43m//ffM/K9eCqp8NqrIHQ+7izJHT3FUkfcYtw7DfRS42ukRZjuPC5d00WzCsa+ZCyErlXQsTW32ZXRkg8rHmukWztua3ges3BNpvpFy831lRpS9FLIibLhymMp700MSe7f6tq0wi4rd6T1GW6+5kh0XLV7f37Xe39+yKnNp6ty5kjMXOKFwxLHUs9dcyfZy14yUo0T4FS6bzOOJX7pFxmkzRumKoyq19Z6vl/wIeKEqPYJy/0JY1wVOnmkJDxmWPhYmO/b5zuFeLDHjPZlrntg1Tu5g0rUCddfmt+zn7VH18pjKx0xT1C4qfstRVJxe3Cj9+Zjn+ULmuU+38wrKfQo9Q+GcyRm8RsDNKZydbd3plM5sATvFt4+1MFKdbdm78Ebb6jkfTO9mRVw93jelhoyiBOU//vGPdeaZZ+pLX/qSGhoadNppp+mKK67QAw88oO3bB+bKsxgi4WzOq5n3JaU73DNnWe5J+3tHbV05y84lx51V5OYPMj79+Jwlx03eRUJ9/Xic+c3O5Wi9Ax7zNqz5PtzMKvKUEVi5A6mcH4+jKDN/gWumbSgc6Z1v21VFvilbRW6OIuSkWxi3Nc2+jE2c43GbMKvQUYSYb2V6bhW51wWOVxW515z45m3N9lXPKtWbBuUemXDPlew1+i15z07jvgA150R3z5Vstq1837GOpZ7d399+rTyYGVV3zWAEDE0hVU4xisU90i0k5zHcXSye84qhkKbVRQZsxLYUmHesM3yLMo20i559OxzF4m5fPXGKZtdHtPtPtw36rDOOmd1676T07NupxM4NktyDIMNcK1C/4thfs23V7FPtv3ut9Oq9OmluO/fKpKlEl2Oyg4xoWMosOmsWepaPnZ5zTvOKLRzTRhvxQv5ZZ7LxQqis3LFatl3j1NOtzsbXlU7v6S2azdToGStQd299R5VlQ/tcMuBB+YYNG7Rp0yadfPLJjscXLlyoVCqlp59+2ud/Dg2VxspbZrpFZ+MKz1sjkZpRKh81WVK6wzNtcnKWXUuOm8wAsWpW9nPzrCL3mtrJ44DlHLXNfokjNfX2FzS9bz7pEcZtWPN95LQzg+h3nvdt605pSLpSHqTcKvLu7WslOdN7cqrIN7wqpbK3Nc0q9nyzIFjd7bJ6iznNPDivz9J9wPJbmtrv7kT52PflVJF7L4SUm5LiVTTrvnCx37NPIWxmrmSvkXLH0tTb1ijZtldS7pSRsUlHZouKc76/xknC8f3t+7P0aydlA/j0xdi7nxMXGAzlh0wzisVfdRSLm6aMiGtMPH18HsyVMkuFO32le/s6u1jczQw6O9b6TwMpSUeOr9XFsysLKt4caPE+LjScKay1eevFUv2JF9xFxR371LUlt6jYnd7T1bjCs6g4FArZdzLMgae4VwprX6tB+8ULxpTI6f1d5Tgf2TV6xgrUnY2v23db3XfWHaPufdRlDAX+65u+S+vXp/NsJ06c6Hh87NixikajWrdu3UBvckDFoxHtVcK+tS5lv6BWT7esVLJ38aD88yzn5iz754l7pbr4V5E7u8yvityvStqdHtGfPPF8xZtWKqm2N/+qqlkfyGnrWUXu8Z7T6RbpC4jO9dkDbNI1E0jMuE3mvuq3iw4jUVXNNA5YHgfiZPs+O6VGyhbpurlHd80iXZPfrb3CF0LKfke6tq2xg+VwvDa7olworFjmLkHv/iY79qmsdrQxomw5inTNuZKtnm6FysqzeeI+RcXu/vFbpCrdNveAmVnq2c39WZpLPbuZAfzoT15vpyYBQ5F54Z0vjaIsEtY3j47rk588V6n25kHYs9JiTk0s5Q+kJo3IHmfbVz9btH16r2JeKTlmvOAaBPGrhXK3zRxvE3u32itQm9wLIXWu81/ptbayTPu7ejy3aaqMRtTWnXQsHuQ92YPzHOeewrmz6S0jXjBr9LIrUGdr9FzplC3bPe/wSsYUvdGYQmUVeT/LoWjAg/LW1vStuKoq53Q4oVBIVVVV9vNeQqH0n8GW2WYo1Fc+m6VU+z5FqocbQY33Fa1jpLyqzh6d9qoiN39kGV5V5KGQcwUxyf+AFTPnEzVXJ81ZvMcrKHfO2R2KRBSKRHNSUspqxziqyBNGSo4jJcWjitw5apv5LHMXQMht61pO2VWUaX7umQuBdBV57m3NVMc+yQjKvZamDoWkmlhE4ZCUqQ/x+2Gbs3P1uZyy+4BlVpHv26GuTW/YQXkkXmvPQV8x7jC7qDhdlJl0zolfEVeqq8232DLZ3qKyYaPs7cc8cvgz7ex9raxVxYT0wTQ9V/Lrjn03D5gZmSJdx3sMSXXxworcQiFpRFX2u55Z2AgoBfm+16GQFI2EPANyr3Og3znR3darnd851Wsb+bbTn9cs5Dyer228wnkOzvdZfuB9I/X2uo26847vO4oc/V77vXyWhb6mV5sq10h5+m5r9jhqHivLR09xrkBtTGXrbpvhFQeEQrmDeO0+7UIhaUS8XE3Nnb6vl2kbL49IbdkJJMy7rcnOVvv85L5za06JnJNO2Y8aPc9JHHzOXekavaPSj7fuVfe2tY7v3mDo73YGPCh/L6aMq8sJ5gd7+yOqK6RdzmDYOQLeokj18PQXw5gEP9PhGZn5REPhSPrKr/cL7FVFbo4EZ7eZeyCaMLpGkbI6ZzufA9a4EZWSeqcSzIzaRsrsL2hGuvI5bk9vJ/XehjWWSC8/JL26ZO7iPfnmCe8rZzl3pDxzC8xdRW62LR812a4i91qa2itA9DvAuNt6tZswukbTJgzXiKoK7WrtcrwHt0mHDFN5WYe6e1J2Hr9ZRW7KPWA5i4q9Llokn8WnXKMsqa4235VeM0F5pHKYFMkW6abnSs4uTW11d8hKJhSKRFUxbkb2+9uYW1Sc8rio9PssKyrq+myXaXvRUYfqyVXbtKt9iFfmAL2sVFL7X3lEyf27PJ+fMLpGU8fXqXl7Td7nTYW29Wrn9Xpebf3a9adtpl2+1yqkbc2w7CBSJn3By4TRNZoxcYS+cHS9frTi/zyfH8jPstDXHD8qt02ra8IP993WpKuuLMP7Dq/H8daj3YTRNZocqpLeTNcj+N19z7ynryw6VN988BVtXfZH3xqGCaNrVFfVrsa9HdmpG41zTftbf1PNvDMl9bHY37rlshLZ84izRq83DjDutiZd9VDpKZGzK1Cb++uo0ZtxgmMFasnS+FHp/poyrs7zPQ60trbclM18BjwoHzYsHUC4R8Qty1JbW5v9vJf1W5oVjw/+LepQKN1B67c0S5bz15Pb4dlbI5XT5mc7fF26w7PS84lGquocUxJ6/XhSBQaSTTv2q2d4dmQ35ZNuIUmtrdkffCYojzUckTM9otQ7EmsE5e7Ar6x2jFRT75Gz7Az8rK42WckehSJl2UAyFFasd95qs4rcPQVUWf0EY2lqZxW52bbq8EX23zu9PkuvUQSfCxcz7cJvaeqmHftVt7lZ7xsV167WLnVtWeU593CmbWVZWN09KWPxqWx6SOfG1+yLuLwXOGuXO1bydBRlekzd6E41SbY1G0XFzrmS7YKZSJkqpx2Tt6g4k97j+P56fC+THp+514hM0479Un32QOxe6tnddvaYpP7pmEqde9YHPdsAQ45l5S0izBxPmnbsz/u8afPOwtp6vabX63m19WvXn7aZdvleq5C2yZSl4RUh7e2y1PbWU77pFu/msyy07Xt5zc07c9vsaW53/DsnhdUcWHEcb/s+x7lXoDb3y0pmX6try6psGqSrXd3mZh02olI3HxfXx278eU4bs21Y6VH/UDiSTg8xgvK2t55U9dwzFAqFcyd7cE3hXFaXnYUlc44zV6Du2rLKfq/uFMnY1KMdK1CbzPNRtVkI29tu8879mqd0vOkK94qivT133vx8Bjwonzo1fdtl48aNmjs3O1VeU1OTEomEDj30UL//KsvKiYkHlWVJcVc+mzu4MANER4d7XdF2tOQsk+4ZlHe2yrJSdoqHXxW5ZUmjqo3Vxtb/3fcE4Cw67L2iNQK/nn077SKJcLxWMvJ63YsMxA87Kf06Zen5RK3ujtwl0o0q8rLqEdk88XHT7WDerCLPKYR1pKS4D1jZH5k5O4k7t1nKHUWwerodtwmdbbOv2701N91Cyn4nrzl1uv7rmVd1y49v9HytTNt4eUQtnT12brwZRLeuWGoH5TnLKTuqyF9z3NHIBPBmFXnXltX2Z+geVXfMlZxTJORzwPK8WGxxpPdI3ieJ9MVYwr41aS717GhnSaOM1fL85h7OtLUsKaSQbxug1GS+137nOa/nCm3r1c5vW17byLed/rxmIefxfG3DoZC+flSlLrv2X9Xxzgt5X2MwP8tCX9OrjTndsuQVSOYGy8m2ZsfdS/tx1znOvQK1uR+jqrOrefvdlXTub/5cC8uSKsuyMVK4sia7YnZ7S/q81LFfkXit4255dPTUnCmcvSYeMM+XnT5ruYQrh6lyVHayinwXOJl4wVyBuj/f04HQ320M+OwrDQ0Nmjp1qp588knH40uXLlVZWZlOOumkgd7kgHIXZOTrcK8lx51tnUGebxW5lbJX6Upv07+KfFxtpU5riKpz4+tqfvrffdt5FR3a+5tKqu3tp+znzQAxM7uJlJmze5dr+sJ029jEOdkl0j0KBN3zhKffl7HgjDmfaOUw1/R97gNW7u06v6Wp3YF1vqWpzavvfIVZklQTK9P8MdGc/D63zPcnVF6ZU0XesfZFu52ZkuKsIk/P2e31mTsvlozPMqco03+uZPOzNL8PXrc13SPgmSJdL+YFTr5imjHDYvrQxKg6G1do71P3+bYDcPAaEQur/e2nfI/dpaa6PDv+6VncnurJmRrTXIHa0dSddpnneLtg8nDNHVWm9tXPa//f/9T/HfdgziRTOXV+zt1W95SEkhT3SLt0nrdy88T96soiVXU5K1CbvO7cmitQD3VFmaf8iiuu0GOPPaZ77rlHmzdv1l/+8hf95Cc/0Re+8AXV19f3/QIBMr9wqa52dTU500PMDs+MRvp1uPvLke/HY35B+5q256ypFdr+n9/2TaOQ3FMixnPm7O5p3mY/71hIZsrRRlGmd86y5F9kYRcd9s4n6sw7Ny82svOJltWOtgsJ01XkTY734pne41GU6d7X9L75f+Yd61+RlUoq1d2htjef9G3XH5npvMLRCsUaZjuqyFOdrfY0jBFHDl3feeLpdn554sYoQlWdo0jXXVRsfpb293ez91zJ7lzxfJ+l8/ub/wLnzCkV2v7bb+X0MwAciCrLI1pwSJlSiS61PPefnm1yapx84gX3IFW+4215JKwvzYpp5+9vdqSEvhfmZBhVM7ODrJn9zZy7whVxqffuacxr4UQrZd8hCFcOS0+JbKxAbd5tNc8vscnzclagNnnWOJXArCsZRSn0PP300/W9731Pv/jFL/SDH/xAI0eO1Be/+EVdeumlxdjcgDLnSPXucK+cZe8gOjeo8Q+2E3s2K1rfkL7ya8ydA7u/Yq4l33MW7/FbSMar8tljCibnEunZ9BAzmCwfPdVZRe6abSDZvk+RquGOALWQ9J7Me/DSn8+8e8tKbf7FxbJ6ugdsajLzgJVJ+0nvR+aA1ZunbRZvehRl5nzmkWhOFXmG4+7NlHmOIl33bU3PIiHfQtjCD/6JvVtUPnpK+kJg46u+7QDgYHT+jJgeuOojvjny6cAzPXCWXoHaZ6XXZI96WnaorHZ0erID1wrUxWae4yp6F5SzUkl1Zmqc2p0j4FZPIjslsmsK51R7iyKVNYrEa1UxcY5jBWqTY9Voc8Y0n6mO3UphfvKMos2+cvbZZ+vss88u1ssXjXMxggIrn32CFfOLlK+KXJL2/vUeJVv3qv2d5z2XHO8vx0h5RWVO5bMZFNpFh450i+wS6e4516MjJ7mWSM8WlZpXtFWzT8lus4CClXQ7jx9Pb3pPX3O4S87+cRfperb3Scd4t8zV6OIz0lX0ZhV5ZhrGzHsJx6o9q8hTXW2OOfFjDbNzqsjt92COIvQeJCWf76/XTD++hbDZ13Uv9ezW/Ld7lWrfp/Y1ywZsRAYADig+AbnkPHe5V6B22/Xn21Q16wPa//IfB3T3CmFmE2SKLc0pnJ2TONSqfOTEnLvvGcmOFkU1QeGKKsWnH2c/nnPuSiUd0y36tpMzLVWSelq2O1agHuqG1JSIQ8Gi943U4ysa9eqyv6ntrdyUBncg6V5y3NHW+JF5zYHteJ09m7Xn8Z+8y73OZU6LGqkaYaeu9LRsV2JXoz2/uJTN/aoYd5ixRHp2f3OKMvPlf5urO3rc2nK2df54UgnvKvJM20wgm29p6lTHPrWtelbxQxeo5fkHPdsUk3mnJfO5mlXkmc8nVFaeXkxhyjzfKnJzTny/ecfT7XIDbamwmX7MIl03s3/cSz279ezdMqDfXwA4mDhqnPpIt+ja9Ia6XKmJg8VzLRdHUWaeeCHPxANVh50oKbMC9as520i173ME5eYK1KactOESGiWXCMpzDI+X67IjK/Wxb33X83l3IOk1A0hG9/ZsTlTb208PzA4WKBwKKVYWVmdPSuWjJtmPv5s88aSr8jkzsutul/O6vfnUflXk7mCyc+PrvktT9ydnedfD30nnsvm8VjF5H7DMokznggn5llPOzolfm7eo2JwTPyNTpOuWk4+Y5+DfvWO9/ff2lYP7/QWAg0kmXrCSPWpf/XwfrYPT1znODIojVcMVm+JcgdrkuAufqb/a9Kbn3db0qPq47Db9zl3JHqW62uzX6yteGGoIyvspJ2c5T1DT1fSmdv7+FikcVsca/6mdiqWyPKLOHufovJ0nbuRpR1zTEbmXSDcD4ujwcaoYP1NSOg/eXUXuPU+4dxV5f65ozVlrCvqRBRCQS870lQz3ipoZYXcV+SbnnN2Z71o4WqGwUaSbW1ScnRPfa5vO1yz8M+/eslI7/vtmhcqial81dJewBoBSt/+1/5XV06XE3m15J3EIWtx1juvZt9MxhbN5jqk89BhFKtOL9WRWoDb1pyizP/ViPft3q7yiSqlEl+/d96GKoLyfzPlEvZYcd2tf/Vyxd8lXPBrRXmWDU8cX1MjTDseHKVIzSuWjJkvKXSLdDCQrpx1jpFvk/ii8f2SFFmX6B9v7Xv6DoqMmq3Pjq0rsXO/bLmhx1yhCviryymnH2Ck5nRtezSkq9praKV9FvjMo9/nMjYuxdJFu/qLijneG7ogNABwwkj1qfT13ZdKhJnfaaP+izPihxxrtClt4zvfc5YpJvO6+Z7Q895+qO+F87Xv5DyU3rSZBeX+letS5+W3Fxs/snUe1u+//ExD3baauxhWOL2iqY58i8dp0GkWeua3NH0NmKXivdlLujyxdRZ47h7u7bffODXmryLu3rNLWu7/m+/xQUelafConJcW4EKk+3CiE9bhwKXT5+nRbs6g4W6Sbw0qpa9Obik08Qm0rnx6QomIAwMHBPfCUu9hf9rzliBc8Vsx2n+MSe7eoZ89mz+06apw8VqA2tb/9lNqNtVhKCUH5u7Djd9epYtyMnEnrhxp3KkXO6qTt+xStT88nmpkpRPIYje2dTzRzG0qSUt0dnkuku39k+arIzbnSO9a86Nmm1Lg/85yiTHNqp9rR2XYeByz31E75iorNC5y+iop3PPSvqhh3WE5+HwAA+ZjpK153W71mqDNXoM7XNt/d8p7m7Ua7AyNe8EJQ/i5Yic4+b/sPBe6RcvecnuaPJLP8e8/+3erevlZumflE7dfyWSI9N088TyHh1tVqee4/FakZqZZlD/m/kRJifuZeVeSeB6xta5Rs3ZPzuDs/P+/iU+2FV+5bia6S+P4CAIaWmlg2bExPiey82+pdV1ZgCmuec1fb239T+SGHKtXVpvaVB26NE0H5ASxupFJ072rMmbPbnIkjM49o5/rcEdtM26gm2P/2/fGkkkp1ttpTK/YVIDY//e95ny815q09rypy78WnfPLE+zHTT/vq51Q954Pq2b9b7e8s688uAwBQkLHDYnr/mDI9u6pJzc/8R87zVk+3Ut0dCpdX2o8VspZLqtt/SmRJsro7tOexH7+HPS8NBOUHMDOVwrsoMzdAdKe4+LXNOwK+q1GxCbOU2L3JUZV9MJg2skqRkJS0pLYVf8l53nPxHt+ZUrJt00XF/geszg2vquknX0wv4JBnPnEAAN6Lzx4W04NXXeT7fKpjnx2UJ9v2qnvbGs92yda9dmpsx9oXA5s1bSghKD+AjYiX23/3Lsp0BohWMpFOS/HgKMrcvk7J1t2e7SRp9yP/T1WHLyrZQov3YkRVub55dFyLr16sTo+ZeVLG7D1Spop8tedrmQsjdDa+3mcVuddtQwAABlOyvUVltWMk+U+JLElK9Wjnf92g2OS52v/KI4O3g0MYQfkB7KzZh2jFhq166g//4bn6l3v0u3PTW75LpDtylvtYIatn7xa1eNzWOlgcUhX2DMglpZcLNopmO/IUZSZ2b1L7qudUPv4wtTz3u2LtLgAAA8aMLfqKF7o2v82kAwaC8gPYqOoKXXh4pf74De+87ZyiTJ9iDCm9VLyUXm2sjdUd35NUx75sUN7HAWvnw7cMxi4BADAgurauUuW0+Uq2NftOiQxvBOUHsf4s3tOx5gVt/911SnW2KrFzQ5H37MDWs2+noiPGy0ol09MXAgBwgGh5/gF179igxK6NHitQIx+C8oOYOQ92Yu9W9expytu+cwNXvAOh5ZnfKBQKq+3tvynV2Rr07gAAMHBSSVaDfpcIyg9iyf271L1jvcpHT1Hrq48GvTsHja7Nb2n7f3476N0AAABDCEH5Qc3S1vuuUlndGPXszj9KDgAAgOIJ990EB7RkgoAcAAAgYATlHqqrq4PeBU+Z/Spk//rTFv7Mz6+vz5LPPD++vzjY9fW99nq8qqqwtl7/t9Dt5PudFdp29OgxuvzKazR69Bjf1yq07UAcI4rxeRTymoX2V7EVegw92M5xfv0zVIQsy/KZ1X1wtLW12R38+qomxeNVg74PoZA0dXyd1m1uVubT2LB+rVpbh04RXnV1tSZPmWb/O9/+9adtKQmFpAmja9S0Y78G41vr/hwl/8/yQP3M3w2vfuL7O/QM9u/pYNfX99rreCOl+ynZvlNvr93i+3vyek2/Nu62fbXrb9uB8l6OEfn2s9C2/X3NtrZWzZw2TpH4KN/f02Adywo9hh5s57jq6mpNmTotJ94rpvb2Ns2ZMUGS1Nraqqqq/DEuQbm8g3IMPfRTaaCfSgP9VBrop9JAP5WGwe6n/gblpK8AAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAlRXjRdvb2/Wzn/1Mjz/+uLZt26axY8fqYx/7mC688EJFo9FibBIAAAAoWUUJyq+66iq99tpruv7663XYYYfp+eef1w033KCOjg5deeWVxdgkAAAAULIGPH1l7dq1evLJJ/XNb35TH/rQhzRx4kR96lOf0umnn67f/OY3A705AAAAoOQN+Ej5lClT9Mwzz6i2ttbx+JgxY9TR0aFUKqVwmFR2AAAAIGPAg/JwOKxRo0Y5Huvp6dFTTz2lOXPm5A3IQ6H0n8GW2WYQ20bh6KfSQD+VBvqpNNBPpYF+Kg2D3U/93U7Isiyr0MZdXV1qamryfT4ajWrixIk5j99666269957dd9992n+/PmO59ra2lRdXS1Jam1tVVVVVaG7AwAAAAxJ/Y1x+zVSvnr1ap133nm+z48fP15PPPGE/W/LsnTrrbfq17/+ta6//vqcgNxt/ZZmxeOJ/uzSgAiFpCnj6rR+S7MKv0TBYKOfSgP9VBrop9JAP5UG+qk0DHY/tbe39at9v4LyI444QqtWrSqobSKR0JIlS/TYY4/pe9/7ns4+++w+/49lKdAvc9DbR2Hop9JAP5UG+qk00E+lgX4qDYPVT/3dRlGmRLQsS9dcc43++te/6le/+pWOO+64YmwGAAAAOCAUJSj/yU9+oqVLl+ruu+/W0UcfXYxNAAAAAAeMAQ/Kt27dqp///Of64he/qIkTJ2rnzp2O52tra1VeXj7QmwUAAABK1oAH5cuWLVMikdCdd96pO++8M+f5++67TwsWLBjozQIAAAAla8CD8nPPPVfnnnvuQL8sAAAAcMBiaU0AAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAFT0ob25u1gknnKBTTjml2JsCAAAASlLRg/JbbrlFzc3Nxd4MAAAAULKKGpQ/9dRTeuyxx3T22WcXczMAAABASSsr1gu3trbqX/7lX3T55Zero6OjWJsBAAAASl7RgvIf/OAHGj58uL785S/rpz/9aUH/JxRK/xlsmW0GsW0Ujn4qDfRTaaCfSgP9VBrop9Iw2P3U3+30Kyjv6upSU1OT7/PRaFQTJ07U8uXL9eCDD+qBBx5QJBIp+PWnjKtTVVVVf3ZpQE0ZVxfYtlE4+qk00E+lgX4qDfRTaaCfSsNg9VNbW7Rf7fsVlK9evVrnnXee7/Pjx4/Xo48+qmuvvVZf+tKXNGvWrH7tzPotzYrHE/36PwMhFEp30PotzbKsQd88CkQ/lQb6qTTQT6WBfioN9FNpGOx+am9v61f7fgXlRxxxhFatWpW3zb/927+prKxMl19+eb92RJIsS4F+mYPePgpDP5UG+qk00E+lgX4qDfRTaRisfurvNgY8p/yRRx7R1q1bNXfuXPuxVColy7I0a9YsXXrppbrssssGerMAAABAyRrwoPyuu+5SIuFMQfnNb36jpUuX6q677lJ9ff1AbxIAAAAoaQMelE+ZMiXnsfr6ekWjUU2fPn2gNwcAAACUvKKv6AkAAAAgv0EJyi+//HI98cQTg7EpAAAAoOQwUg4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABCwogXly5Yt06c+9SnNmTNHJ554om666SZ1d3cXa3MAAABAySpKUP7aa6/poosu0vHHH68///nPuvHGG/XHP/5RN954YzE2BwAAAJS0smK86G233aaFCxfqiiuukCQ1NDToxz/+sXp6eoqxOQAAAKCkDXhQ3tzcrBdffFE/+MEPHI8fc8wxA70pAAAA4IAw4EH5qlWrlEqlVFNTo6uuukovvPCCysvLdc455+hrX/uaotGo7/8NhdJ/Bltmm0FsG4Wjn0oD/VQa6KfSQD+VBvqpNAx2P/V3OyHLsqxCG3d1dampqcn3+Wg0qjfeeENXXnmlJk+erC9/+cs68sgj9eKLL+r73/++PvnJT+qf//mfHf+nra1N1dXVkqTW1lZVVVX17x0AAAAAQ0x/Y9x+jZSvXr1a5513nu/z48ePt/PIP/KRj+jTn/60JGnmzJnaunWr7r//fl122WUaMWKE5/9fv6VZ8XiiP7s0IEIhacq4Oq3f0qzCL1Ew2Oin0kA/lQb6qTTQT6WBfioNg91P7e1t/Wrfr6D8iCOO0KpVq/K2eeKJJyRJs2fPdjw+f/583XPPPXrnnXe0YMECz/9rWQr0yxz09lEY+qk00E+lgX4qDfRTaaCfSsNg9VN/tzHgUyJOnjxZktTS0uJ4PJMlkxnGBwAAAJA24EH51KlT1dDQoP/7v/9zPL58+XJVVFTYQTsAAACAtKIsHrR48WI98cQTuv3227Vp0yY9+OCD+u1vf6svfvGLFHICAAAALkVZPOijH/2oLMvSL37xC/3yl79UfX29LrvsMl100UXF2BwAAABQ0ooSlEvSWWedpbPOOqtYLw8AAAAcMIqSvgIAAACgcATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAlRXjRffu3asf/ehHevrpp7V9+3aNHj1a5513ni666CKVl5cXY5MAAABAyRrwoNyyLH31q1/Vnj17dNNNN2nChAl6/fXX9U//9E/avXu3rrvuuoHeJAAAAFDSBjx9Zd26dXrllVd06aWX6rjjjlNDQ4POPPNMnX322fqf//mfgd4cAAAAUPKKkr4iSeGwM973S1uxLMv+e3t7e7F2J69QSGpri6q9vU3G7mCIoZ9KA/1UGuin0kA/lQb6qTQMdj+Zca1VwAYHPCifNm2aFixYoDvvvFPz5s3ThAkT9Oabb+qRRx7Rpz/96Zz25g4fO3f6QO8OAAAAEKj29nZVV1fnbdOvoLyrq0tNTU2+z0ejUU2cOFE//elP9fWvf12nnnqqysvL1d3drfPPP19XX311fzYHAAAAHBT6FZSvXr1a5513nu/z48eP19KlS/WNb3xDjY2Nuv322zVx4kS9/vrr+sEPfqBhw4bpyiuvdPyfkSNHavv27ZKkeDyuUCj0Lt4GAAAAMHRYlmVnhIwcObLP9iGrkCSXfnjyySf1la98Rf/xH/+h+fPn24/fe++9+u53v6u//vWvGjNmzEBuEgAAAChpAz77ytq1ayVJ06c788OnTJmiVCqlTZs2DfQmAQAAgJI24EH5uHHjJElr1qxxPL5u3TpJ6RQXAAAAAFkDnr7S0dGhs846S7FYTNdee60mTJigt956S//6r/+qWbNm6a677hrIzQEAAAAlb8BHyisrK3XPPfdo2rRpWrx4sU4//XTdfPPNOvPMM/WjH/1ooDeX169//WvNnj07p7hUkpYvX67PfvazOvLIIzV//nwtXrzYLjjN2LZtmxYvXqxjjjlGc+bM0fnnn69XXnllsHb/oOHXT0uWLNGMGTM8/+zZs8duRz8NjoceekjnnHOO5s6dq0WLFtmr9Ga88847uuiiizR37lzNnTtXF198sZ3OlrFv3z5de+21Ou6443TEEUfo3HPP1ZNPPjnYb+WAlq+f7rjjDt/f1IoVK+zXoJ+KK5VK6e6779ZHP/pRzZkzRwsWLNAVV1yhzZs32204RwWvr37iHDX0XHDBBZoxY4ZjpsCS+i1ZB6C9e/dal1xyiXXiiSda8+bNsxYvXux4fu3atdacOXOsa665xlq7dq21fPly6xOf+IT10Y9+1Oru7rYsy7K6urqs008/3fqHf/gH67XXXrNWrlxpffvb37aOOuooq7GxMYi3dcDpq5+uueYa61Of+pS1Y8eOnD+pVMqyLPppsNx9993WYYcdZt11113Whg0brL/97W/WwoULrc985jNWKpWy9uzZYx177LHWhRdeaK1cudJasWKFdckll1gnnHCC1dLSYr/OF77wBevUU0+1li1bZq1Zs8a67bbbrJkzZ1rLly8P8N0dOPrqp9tvv91auHCh528qkUjYr0M/Fdctt9xiHXXUUdbDDz9sNTY2Ws8884x16qmnWqeccorV1dXFOWqI6KufOEcNLQ8++KA1a9Ysa/r06damTZssyyq9eO+ADMrvv/9+6/Of/7y1a9cua9GiRTnB3pIlS6yTTz7ZcRJau3atNX36dOuPf/yjZVmW9fvf/96aPn26tXbtWrtNIpGwFi5caF133XWD80YOcH310zXXXGN97nOfy/sa9FPxpVIp64QTTrCWLFniePx3v/udNX36dOvtt9+27rjjDuvII4+0mpub7eebm5utOXPmWD//+c8ty7KsF1980Zo+fbr19NNPO17nk5/8pHXBBRcU/40c4Arpp9tvv91atGhR3tehn4orkUhYH/jAB6wf//jHjscffvhha/r06dbrr7/OOWoIKKSfOEcNHdu3b7fmz59vXX/99Y6gvNR+SwOevjIUnHzyybrnnntUX1/v+fwzzzyjE088UWVl2Wnap06dqgkTJuipp56SJD399NOaNGmSpk6darcpKyvT8ccfb7fBe9NXPxWCfiq+UCikP/3pT/r2t7/teDwztWlbW5ueeeYZzZ07V7W1tfbztbW1OvLII+1+eOaZZxSLxXTsscc6Xuekk07SsmXL1N3dXeR3cmArpJ8KQT8VV1lZmZ588kl97WtfczweDqdPx9FolHPUEFBIPxWCfhocN9xwg+bOnasPf/jDjsdL7bd0QAblDQ0NikQins+1tbVpx44dmjhxYs5zkyZNsmeJWb9+vRoaGjzbbN26VR0dHQO70wehfP1UKPppcNTV1ammpsbx2NKlSxWPxzV9+vS8/WD+psaOHes4OGba9PT0qLGxsXhv4CDRVz8Vgn4afG+99ZZ++tOfatGiRWpoaOAcNUSZ/XTYYYcV9H/op+J79NFH9eyzz+r66693PF6K8d4BGZTn09raKkmqqqrKea66ulr79++XlO5MvzaS7HYorj179uiaa67RaaedpmOPPVaXXHKJ3n77bft5+ikYTzzxhB544AFdcsklqqmpydsPmT5obW2lrwaZu58kqbOzUzfccINOP/10LViwQJ///Of1wgsv2P+Hfho83//+9zV79mx9/OMf1wknnKA77riDc9QQ5NVPGZyjgtXc3KybbrpJV199tcaOHet4rhR/SwddUI7SUV1drWQyqfnz5+tnP/uZvv/976ulpUWf/vSn7StcDL5HH31UX//613XWWWfpkksuCXp34MOrn+LxuGKxmCZOnKgf/ehHuv3221VVVaUvfelLevHFFwPe44PPhRdeqIcffli33nqr/vKXv+grX/lK0LsED179lEwmOUcNAbfccosaGhp0/vnnB70rA6Ks7yYHlsxoUeYKyrR//347JzYz+ufVJhQKadiwYcXdUeif/umfHP9+3/vepyOPPFInn3yyfvWrX+k73/kO/TTI7r//ft1yyy06//zzde211yoUCknK/3sxf1PmlG9mG0n01QDy66cLL7xQF154oaPtvHnzdPrpp+vHP/6x7rvvPvppEI0YMUIjRozQoYceqilTpui8887Tc889J4lz1FDi1U+PPfYY56iAPfXUU3r88cf1X//1X3auv6kU472DbqQ8Ho9r7Nix2rhxY85zGzZs0LRp0ySlCwH82owfP16xWKzo+4pcw4YN0/jx47Vjxw5J9NNg+u1vf6ubb75ZV111la677jrHQTBfP5i/qa1btyqRSOS0iUajnnl/6L98/eQlGo3q0EMPteftpZ+Ka8+ePXrkkUe0c+dOx+OZnP+mpibOUUNAX/3kXoMhg3PU4Hn00UfV2dmps846S7NmzdKsWbP0pS99SZL0oQ99SF/96ldL7rd00AXlUnrWj6efftpx0nnrrbe0ZcsWnXLKKZKkD3zgA9q0aZPWrFljt+nu7tbTTz+tRYsWDfo+H2y6u7v1z//8z3rsscccjzc3N6uxsVGTJ0+WRD8Nlueff1433HCDlixZoosvvjjn+ZNPPlmvvPKK9u7daz+2a9cuvfrqq47fVFdXlz0SmLF06VKddNJJBc9mAH999dOtt96q3/72t47Huru7tXLlSk2ZMkUS/VRsXV1duvLKK/Xwww87Hl+5cqWk9Gw5nKOC11c/jRo1inNUwBYvXqw//OEPevjhh+0/N910kyTpl7/8pW666abS+y0N6gSMg2Tv3r32BP4LFy60vvrVr9r/7ujosBobG625c+da3/jGN6x169ZZr732mnX22Wdbn/jEJ6xkMmlZVnqOynPOOcc699xzrddee81au3atddVVV1nz58+3tm7dGvA7PDD01U+XXXaZNX/+fOv3v/+91djYaL388svW5z73Oeuoo46y1q1bZ1kW/TQYUqmUdcYZZ1if+cxnPBfJaG1ttfbt22eddNJJ1gUXXGCtXLnSWrlypfXFL37RWrRokdXW1ma/1iWXXGItWrTIWrZsmdXY2Gjdcsst1uGHH2698cYbAb7DA0Mh/fSd73zHOvzww63777/f2rBhg/XGG29Yl19+uTVz5kzrxRdftF+LfiquJUuWWHPnzrUeeugha+PGjdZzzz1nffSjH7UX2+IcNTT01U+co4aeZcuWOeYpL7XfUsiyLGtwLwOK7/Of/7xv0dJ3vvMd/cM//INWrFihW2+9Va+//rpisZgWLVqkJUuWaPjw4XbbXbt26Tvf+Y6eeuopdXd3a+7cuVqyZEnBUyEhv7766YwzztDPf/5zPfroo9q6datisZiOPvpoXXHFFZo5c6bdln4qrs2bN9sjCl4uu+wyXX755dq4caNuueUWvfjiiwqFQjruuOP0rW99SxMmTLDbtrW16Xvf+54ef/xxtba2aubMmbr66qu1YMGCwXgrB7RC+unSSy/VPffco9///vfavHmzQqGQjjjiCF166aWOecnpp+Lq7u7WT37yE/3pT3/S9u3bNXLkSB199NG68sor7d8L56jg9dVPHR0dnKOGmBdeeEFf+MIXtHTp0pL8LR2QQTkAAABQSg7KnHIAAABgKCEoBwAAAAJGUA4AAAAEjKAcAAAACBhBOQAAABAwgnIAAAAgYATlAAAAQMAIygEAAICAEZQDAAAAASMoBwAAAAJGUA4AAAAE7P8H1Z71vIGeLF8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs_FROM_UTILS(daily,'2010-11-1','2011-2-28',trace=False,VERS=3)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.95\n",
    "b = df['diff'] > -0.95\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff'].iloc[100:400]\n",
    "whr = df['fill'].iloc[100:400].values\n",
    "tdf.plot(figsize=(9,5),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(slice)= 82 len(data)= 504 offset= 209\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7efe0e0ecac0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,x2,y = generate_yxs_FROM_UTILS(daily,'2010-11-1','2011-2-28',trace=False,VERS=3)\n",
    "df = pd.DataFrame([x,x2]).T\n",
    "df.columns = ['x','x2']\n",
    "df['diff'] = df.x - df.x2\n",
    "a = df['diff'] < 0.95\n",
    "b = df['diff'] > -0.95\n",
    "df['fill'] = [ a and b for a,b in zip(a,b)]\n",
    "#print(df.iloc[[0,-1]])\n",
    "tdf = df['diff'].iloc[0:]\n",
    "whr = df['fill'].iloc[0:].values\n",
    "tdf.plot(figsize=(9,5),ylim=(-8,8))\n",
    "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1563, 5)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:30:00</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3080.49</td>\n",
       "      <td>3081.47</td>\n",
       "      <td>3080.30</td>\n",
       "      <td>2209795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:59:00</th>\n",
       "      <td>3091.16</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3090.96</td>\n",
       "      <td>1023516</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low   Volume\n",
       "Date                                                            \n",
       "2019-11-05 09:30:00  3080.80  3080.49  3081.47  3080.30  2209795\n",
       "2019-11-08 15:59:00  3091.16  3092.91  3092.91  3090.96  1023516"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(599, 5)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:30:00</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3080.49</td>\n",
       "      <td>3081.47</td>\n",
       "      <td>3080.30</td>\n",
       "      <td>2209795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:31:00</th>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.36</td>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.15</td>\n",
       "      <td>1739410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-06 12:56:00</th>\n",
       "      <td>3068.85</td>\n",
       "      <td>3068.76</td>\n",
       "      <td>3068.90</td>\n",
       "      <td>3068.74</td>\n",
       "      <td>1582534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-06 12:57:00</th>\n",
       "      <td>3068.76</td>\n",
       "      <td>3068.82</td>\n",
       "      <td>3068.92</td>\n",
       "      <td>3068.56</td>\n",
       "      <td>2167685</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low   Volume\n",
       "Date                                                            \n",
       "2019-11-05 09:30:00  3080.80  3080.49  3081.47  3080.30  2209795\n",
       "2019-11-05 09:31:00  3080.33  3079.36  3080.33  3079.15  1739410\n",
       "2019-11-06 12:56:00  3068.85  3068.76  3068.90  3068.74  1582534\n",
       "2019-11-06 12:57:00  3068.76  3068.82  3068.92  3068.56  2167685"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/SP500_NOV2019_IDayRVol.csv',index_col=0,parse_dates=True)\n",
    "df.index.name = 'Date'\n",
    "df.shape\n",
    "df.iloc[[0,-1]]\n",
    "tdf = df.iloc[0:599]\n",
    "tdf.shape\n",
    "tdf.iloc[[0,1,-2,-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YsAEzZ85EZmYm1q1bh1OnTuHJJ5+EWq1GdnY2YmJiIJfLkZ6ejk2bNqGoqAixsbGoqqoCAKhUKkybNg3Xrl3DRx99hO3bt+PmzZuYMWMGKioq9K+1dOlSpKenY9myZcjMzMTUqVMRHx+PXbt2iXX7RERERJ2WWQXL6upq7NmzB7GxsRg/fjzkcjmGDBmC559/HgUFBTh79iy2bNmC7t27IyEhAUFBQQgLC0NiYiLOnTuH3bt3AwC++OILlJWVYf369QgNDUVwcDDeeecdqFQqpKenAwAKCwuRnp4OhUKBESNGICAgAE899RRGjx6Nt99+W8xqICIiIuqUzCpY2tjYYP/+/XjuuecMjltZ1RbT1tYWWVlZePDBB2FjY6N/PCgoCH5+fjhw4AAA4NSpU/Dz80OPHj3053h4eGDAgAHIysoCABw6dAharRbDhw83eK1hw4bh4sWLyM/Pb49bJCIiIuqyzCpYNub06dNISUlBZGQk5HI5VCoV/P39G5wXEBCA7OxsALUBtW7w1PHw8EBubi4AICcnB3Z2dpDJZAbn6K6tuxYRERERtU7D9GUm1qxZg61bt6KmpgbR0dFYuHAhSkpKAADdunVrcL6zs7N+gk9gYCAOHjyI69evw93dHQCg1Wpx7tw5/RjLsrKyJq8DAKWlpU2WTSKp/SLT6OqOdSgO1r+4WP/iYv2Li/UvLlPq39j3ymyDZUxMDKKionD69GmsW7cOOTk5WLVqVaueO3XqVGzduhXx8fFYsWIF7OzssGHDBly9ehUuLi5tLltgD/dGQykZJ7CHu9hFsGisf3Gx/sXF+hcX619cxtR/ebmtUdc222Dp4eEBDw8P9OrVC4GBgZg8eTIOHz4MoLa1sb7S0lK4ubkBAORyOVJSUvDqq69i8ODBsLe3x4QJEzBu3DgcP34cAODi4oLy8vJGrwMArq6uTZYtp+g6nJyq2nyPlkoiqf1Q5xRdh1YrdmksD+tfXKx/cbH+xcX6F5cp9V9R0TArNcesgmVJSQmOHDmC8PBweHl56Y/37t0bAFBQUAAfHx/9OMm6Ll68iPvvv1///bBhw/Df//4XKpUK3bt3h4ODA2JjY3H33XcDqJ3wo1arcenSJfj4+BhcBwB69erVZDm1WvAfhABYj+Ji/YuL9S8u1r+4WP/iMqb+jX2fzGryTmVlJRQKBTIyMgyOnzlzBgAgk8kQERGBgwcP6tesBGon+BQVFWHEiBEAgPz8fKSmpqKmpgY+Pj5wcHCAUqnE0aNH8dBDDwEAhg4dCisrK+zbt8/gtfbu3Yvg4GCDGeVERERE1DKzarH08fHBxIkTsXHjRnh4eCA8PByFhYVYtWoVvLy8MGrUKAwePBjffvstFi9ejDlz5qC0tBRLlixBaGgoRo4cCQCoqKjAsmXLcOLECcTGxuLmzZtYsWIF7rvvPgwdOhRAbUidNm0akpOT4ePjg+DgYOzatQv79+/Hxo0bxawGIiIiok7JrIIlACxfvhxSqRQpKSlQKpXw9PREWFgYFAoFXF1d4erqiq1btyIpKQnjx4+Hg4MDIiMjERcXp1/vMjg4GMnJyXjnnXcwbtw4ODs7Y8yYMVAoFAavtWjRIjg7O2PZsmUoKSlBYGAg1q9fj8jISDFunYiIiKhTk2i1HOXQGuXl5fqliE6cLYCTE2eFm0oiAYJ83ZFdyMHbYmD9i4v1Ly7Wv7hY/+Iypf4rKsoREuwHoOmlGusyqzGWRERERNR5MVgSERERkSAYLImIiIhIEAyWRERERCQIBksiIiIiEgSDJREREREJgsGSiIiIiATBYElEREREgmCwJCIiIiJBMFgSERERkSAYLImIiIhIEAyWRERERCQIBksiIiIiEgSDJREREREJgsGSiIiIiATBYElEREREgmCwJCIiIiJBMFgSERERkSAYLImIiIhIEAyWRERERCQIBksiIiIiEgSDJREREREJgsGSiIiIiATBYElEREREgmCwJCIiIiJBMFgSERERkSAYLImIiIhIEAyWRERERCQIBksiIiIiEgSDJREREREJgsGSiIiIiATBYElEREREgmCwJCIiIiJBMFgSERERkSAYLImIiIhIEAyWRERERCQIBksiIiIiEgSDJREREREJgsGSiIiIiATBYElEREREgmCwJCIiIiJBMFgSERERkSAYLImIiIhIEDZiF6A+jUaDjz/+GDt27EBeXh4cHR1x//33Y8GCBfD19QUAHDt2DOvXr8fvv/8OW1tbPPjgg1i0aBFkMpn+OufOncP69etx4sQJ3LhxA3feeSeeeeYZjBkzBgBQUFCAkSNHNlqG6OhovPbaa+1/s0RERERdiNkFy6SkJKSmpmLZsmW49957kZeXh6VLl+LJJ5/Ed999h4KCAsTExGD06NF4/fXXce3aNSQlJSE2NhY7duyAra0tlEolpk+fjpCQEGzZsgWOjo7IzMyEQqGAtbU1Hn74Yf3rbdiwAQMGDDAog6OjY0ffNhEREVGnZ1Zd4dXV1dizZw9iY2Mxfvx4yOVyDBkyBM8//zwKCgpw9uxZbNmyBd27d0dCQgKCgoIQFhaGxMREnDt3Drt37wYA7Nu3D9evX8fy5cvRt29fBAYGYu7cuQgKCkJGRobBa7q5ucHLy8vgy9nZWYS7JyIiIurczKrF0sbGBvv3729w3MqqNv/a2toiKysLERERsLH5u+hBQUHw8/PDgQMHMHbsWP1xa2trg+vY2dm1U8mJiIiIyKyCZWNOnz6NlJQUREZGQi6XQ6VSwd/fv8F5AQEByM7OBgA8/PDDSE5OxurVq7FixQo4OTlh586d+PPPP/HSSy+1uUwSSe0XmUZXd6xDcbD+xcX6FxfrX1ysf3GZUv/GvldmGyzXrFmDrVu3oqamBtHR0Vi4cCFKSkoAAN26dWtwvrOzMwoLCwEAHh4e+OSTTzB79myEhYXBxsYGEokEK1euREREhMHzMjMzsXbtWuTl5cHd3R0TJ07EjBkzmm3dDOzh3mgZyDiBPdzFLoJFY/2Li/UvLta/uFj/4jKm/svLbY26ttkGy5iYGERFReH06dNYt24dcnJysGrVqlY998qVK5g7dy4CAgKwcuVKODk54ccff8TSpUvh5uaGESNGwNraGp6enrh9+zYWLFgAJycnZGVlITk5GRcvXmz2tXKKrsPJqUqoW7U4Eknthzqn6Dq0WrFLY3lY/+Ji/YuL9S8u1r+4TKn/iopyo17DbIOlh4cHPDw80KtXLwQGBmLy5Mk4fPgwAKCsrKzB+aWlpXBzcwMAfPDBB7h69Sp27Nihb1kMCQnB+fPnsXr1aowYMQI+Pj44dOiQwTX69u2L8vJyvPfee5g7dy569OjRaNm0WvAfhABYj+Ji/YuL9S8u1r+4WP/iMqb+jX2fzGpWeElJCXbt2oXLly8bHO/duzeA2rUnfXx8kJub2+C5Fy9exJ133gkAuHDhAnx9fRt0VwcGBiI/Px/aZmqpT58+AAClUtmmeyEiIiKyNGYVLCsrK6FQKBosCXTmzBkAgEwmQ0REBA4ePIiqqr+7ok+fPo2ioiKMGDECANCjRw8UFhbi1q1bBte5cOECfHx8IJFIsHfvXsTFxaG6utrgnJMnT8LKyqrRCUJERERE1DSzCpY+Pj6YOHEiNm7ciLS0NOTl5eF///sf4uPj4eXlhVGjRiE2Nhbl5eVYvHgxcnJycOLECSxatAihoaH6nXQef/xx3L59G6+88gpOnTqFnJwcfPDBB/jpp5/w2GOPAagNqTt37oRCocDvv/+O3NxcfPbZZ/jkk08wefJk3HHHHWJWBREREVGnI9E21y8sArVajXfffRc7d+6EUqmEp6cnwsLCoFAo4OfnB6C2VTEpKQknTpyAg4MDIiMjERcXh+7du+uv87///Q8pKSn4/fffUVVVBX9/f0ydOhXTp0+H5K+58z///DNSUlLwxx9/oKysDL6+vpg4cSJiYmIM1skEgPLycv3C6SfOFsDJibPCTSWRAEG+7sgu5OBtMbD+xcX6FxfrX1ysf3GZUv8VFeUICa7NX2VlZS2uimN2wdJcMVgKh/+xiIv1Ly7Wv7hY/+Ji/YurI4KlWXWFExEREVHnxWBJRERERIJgsCQiIiIiQTBYEhEREZEgGCxNlJ62XewiEBEREZkVQYOlWq0W8nJma8VrC5GRlip2MYiIiIjMSpuCpUajQWpqKqZPn46wsDDcc889+sdefvllqFSqtpbPLP3wfabYRSAiIiIyOzYtn9K427dvY+bMmTh27BgAQKvV6hceLy8vR2ZmJn799VekpqbCy8tLmNISERERkdkyucVy48aN+PnnnwEAoaGhsLW11T9WUVEBe3t7FBcXIyUlpe2lJCIiIiKzZ3Kw3LVrFyQSCZKTk7F9+3aDldi9vLzwySefQKvV4r///a8gBSUiIiIi82ZysCwuLoa9vT3+9a9/Nfp4aGgoHB0du+w4SyIiIiIyZHKw7NatGyorK5sMjqdOncKtW7da3FOSiIiIiLoGk4PlPffcA61Wi1mzZiEjIwPV1dUAgAMHDmDz5s145plnIJFI0L9/f8EKS0RERETmy+RZ4TExMThw4ADOnj2LRYsW6Y8/88wzAGpniVtZWWHmzJltL6WZUasroVIWi10MIiIiIrNicotleHg4EhMT4eTkBK1W2+DLyckJK1euxKBBg4Qsr1mws7OHVOYtdjGIiIiIzIrJLZYAMG7cOERERODHH3/EuXPnUF5eDmdnZwQHB2PkyJFwcXERqpxmR+4fIHYRiIiIiMxKm4IlALi5uWHixIlClKVTyc/LFbsIRERERGalTVs6VlZW4q233sK7775rcPzpp59GQkICbt682abCmStPL5nYRSAiIiIyOyYHy1u3bmHq1KnYtGkTiosNJ7Jcu3YN27Ztw7Rp01BeXt7mQpobLymDJREREVF9JgfLDz74AH/88Qe0Wi0cHR0NHpPJZNBqtbhw4QI2bdrU5kISERERkfkzOVh+/fXXkEgkWLJkCV599VWDxzZt2oTXXnsNWq0Wu3fvbnMhiYiIiMj8mRwsL126BHt7e0RHRzf6+LRp02BnZ4eioiKTC0dEREREnUebt3RsKjjm5ORArVbDycnJ5MKZu/S07WIXgYiIiMhsmBwsQ0JCoNVq8fTTT+Orr77C6dOnkZeXh5MnT2Lbtm2IiYmBRCLBP/7xDyHLazbk/gHYnJIsdjGIiIiIzIbJ61g+/fTTyMrKQl5eHpYsWdLgca1WC4lEgqeeeqpNBTRHl1VKfPafr/HUNMtbv5OIiIioKSa3WD7wwAOIj4+HjY1No1s62tjYYMGCBYiIiBCyvGbh3zPniF0EIiIiIrPTpp13oqOjMXLkSHzzzTc4deoUSktL0a1bNwQHB2PcuHHw9/cXqpxm5dEJk8UuAhEREZHZafOWjt7e3pg1a5YQZSEiIiKiTqzVwbKoqAjW1taQyWT671urR48expeMiIiIiDqVVgfLESNGwMPDA4cPH9Z/L5FIWnyeRCLB6dOnTS8hEREREXUKRnWFa7XaZr8nIiIiIsvV6mA5YcIEODs7G3zfmhZLIiIiIrIMrQ6WiYmJzX5viVTKYrGLQERERGQ2TF7HUqFQ4IUXXrDs7nA22BIRERHpmbzcUFZWFqqrqy26O1wq9Ra7CERERERmw+QWy9GjR+PWrVv48ccfhSwPEREREXVSJrdYjhs3DteuXYNCoUBkZCRCQ0Ph7u4OK6uGWXXChAltKSMRERERdQImB8vp06cDqF1yaM+ePdizZ0+j50kkEgZLIiIiIgtgcle4VqvVT9zR/b2pr64sPW272EUgIiIiMgsmt1i+8cYbQpaj08pIS0XUpKliF4OIiIhIdCYFy2PHjiEnJwfXr1+Hn58fRo8eDblcLnTZiIiIiKgTMTpYvvbaa/jyyy8NjiUnJyM+Ph5Tp7LljoiIiMhSGTXGcteuXUhNTW0whrK6uhqvv/46Tpw40V7lJCIiIiIzZ1Sw/OqrrwAA3t7eWLp0KTZt2oSXXnoJbm5u0Gg0+Oyzz9pcII1Ggw8//BBjx45FSEgIBg0ahBdeeAGFhYX6c44dO4bo6GiEhoZi4MCBePHFF6FUKg2uc+7cOcyZMwdDhgxBv379MH78eOzatcvgHLVajaSkJAwbNgz9+vXD6NGjkZaW1uqyTpg0pW03S0RERNSFGBUsT506BYlEguTkZDz++OOIiIjArFmzkJSUBK1WK0iLZVJSEjZs2ICZM2ciMzMT69atw6lTp/Dkk09CrVYjOzsbMTExkMvlSE9Px6ZNm1BUVITY2FhUVVUBAJRKJaZPn47q6mps2bIF3377Lf71r39BoVBg9+7d+tdaunQp0tPTsWzZMmRmZmLq1KmIj49vEECbwkk7RERERH8zKliWlpbCwcEBISEhBsfvv/9+/eNtUV1djT179iA2Nhbjx4+HXC7HkCFD8Pzzz6OgoABnz57Fli1b0L17dyQkJCAoKAhhYWFITEzEuXPn9KFx3759uH79OpYvX46+ffsiMDAQc+fORVBQEDIyMgAAhYWFSE9Ph0KhwIgRIxAQEICnnnoKo0ePxttvv92m+yAiIiKyREYFS41GAwcHhwbHdcc0Gk2bCmNjY4P9+/fjueeeMziu283H1tYWWVlZePDBB2Fj8/e8o6CgIPj5+eHAgQMGz7O2tjb43s7OTv/3Q4cOQavVYvjw4QbnDBs2DBcvXkR+fn6b7oWIiIjI0pi8jmVHOX36NFJSUhAZGQm5XA6VSgV/f/8G5wUEBCA7OxsA8PDDDyM5ORmrV6/GihUr4OTkhJ07d+LPP//ESy+9BADIycmBnZ0dZDKZwXV0187Ozm5yCSWJpPar/t+pderWHXU81r+4WP/iYv2Li/UvLlPq39j3yuhgWV1djWPHjjW6o05Tj4WHhxv7MlizZg22bt2KmpoaREdHY+HChSgpKQEAdOvWrcH5zs7O+gk+Hh4e+OSTTzB79myEhYXBxsYGEokEK1euREREBACgrKysyesAzXfrB/Zw1z/X0d4GQb7uRt8f1dYjiYf1Ly7Wv7hY/+Ji/YvLmPovL7c16tpGB8uysjL9PuF1SSSSRh+TSCQ4ffq0sS+DmJgYREVF4fTp01i3bh1ycnKwatWqVj33ypUrmDt3LgICArBy5Uo4OTnhxx9/xNKlS+Hm5oYRI0YYXZ66coquw8mpdqLQrcpqZBdeb9P1LI1EUvuhzim6ji6+46dZYv2Li/UvLta/uFj/4jKl/isqyo16DaODZUft/e3h4QEPDw/06tULgYGBmDx5Mg4fPgygNtzWV1paCjc3NwDABx98gKtXr2LHjh36lsWQkBCcP38eq1evxogRI+Di4oLy8oaVpWupdHV1bbJsWi30b0jdv5NxzL3udPvANzX7Pz5OgYTE9R1ZJEGZe/13dax/cbH+xcX6F5cx9W/s+2RUsIyKijLu6kYqKSnBkSNHEB4eDi8vL/3x3r17AwAKCgrg4+OD3NzcBs+9ePGifnb6hQsX4Ovr26CrOzAwED/99BO0Wi2CgoKgVqtx6dIl+Pj4GFwHAHr16tWqMnMty64rIy0VQNPB8vvMrzt1sCQiIhKaUcHyjTfeaK9yAAAqKyuhUCgwf/58zJw5U3/8zJkzAACZTIaIiAjs27cPVVVVsLWt7fc/ffo0ioqK9F3cPXr0wK+//opbt27B0dFRf50LFy7Ax8cHEokEQ4cOhZWVFfbt24fo6Gj9OXv37kVwcDB69OjRrvdKnYNKWSx2EYiIiDoNo5Ybam8+Pj6YOHEiNm7ciLS0NOTl5eF///sf4uPj4eXlhVGjRiE2Nhbl5eVYvHgxcnJycOLECSxatAihoaEYOXIkAODxxx/H7du38corr+DUqVPIycnBBx98gJ9++gmPPfYYgNqQOm3aNCQnJ2Pfvn0oLCzEli1bsH//figUilaXWdeqRV2DrvtbT9LIMSIiImqU2S03tHz5ckilUqSkpECpVMLT0xNhYWFQKBRwdXWFq6srtm7diqSkJIwfPx4ODg6IjIxEXFycfr3L4OBgbNmyBSkpKXjiiSdQVVUFf39/LFq0yGBy0aJFi+Ds7Ixly5ahpKQEgYGBWL9+PSIjI8W6fRJZRlqqQde3VOqNzSnJ3GWJiIioFcwuWNrZ2UGhUDTbati/f/8W9yUfPHgwBg8e3Ow5NjY2Lb4WWZ74OAXCwgdB7h+AX34+ips3bzR5bnradoZOIiKiv5hVVziROfg+82tsTklGfl4uZj07D73uCm70PLW6Em8mvt6qa6anbWeXOhERdXkMlkT1jHpkPMLCB2HCpCkGrZHxcbUt27qQ6OsXgMrbt1p1zc0pyXh96SL9NYiIiLois+sK72y43FDXIvcPaHIJoe8zv0ZY+CBsTkkGAEhl3risKm5dd7gEsJJIkJ/XcKksIiKiroItlm3E8XUdo6O6kZsKfvFxCnh4euH1pYsACRAWPggA4CXzxuaNyc1eMz5OgcL8XIx6ZLz+GLvFiYioK2KwFABDQvtKT9su+LJOjb1nTb2Pcv8A7P9xD/bsP4rbtypQmJ+rD6BSqTcut7DW5S/HjsLOzt6gJZTLVBERUVfEYCkAhoT2lZGWKvhC5Y29Z021PCYkrtePpQzoeSd8/QL0jzU2FKJuQE1P224QPOX+AUhP2y7Y/fCXGiIiMicMltQpXFYJvwNO3VAWH6fAzRs3IPcPaPRcXTf2rGfnYdaz8yD3D4DcPwBRk6bCS+ZtcK4utEZPGYev/vM5vKTe8JLWnpOfl4uMtFT92Mz65TAWf6khIiJzwmBJZk+lLIZaXSlo69z5P88aLBX0febX6HVXcJMTd3THoyZNRdSkqUhIXK8/JpX+HSzj4xQ4/+dZxMcpcPaP31Fy9QqkMm/MenaewfVGPTJeHwqFCIdsuSQiInPAYElmb9az89A/NEw/G1sIlbdvwdXNTf+9vYNjm7qndcsI/XLsKCpv38L3mV8DAG7evAGVsrjBJK+ExPWter2WlidS/dWS29IEIiIioo7AYElmL2rSVGxL/abRx+q31LW25c5L6m3Q0tjrruAGrYqtNWHSFH2QvKwshr2DI9TqSnhJvZu9rq57v7mAqbtuU3TjN1uaQERERNQRGCzJ7OnC4mVVMaKnjDNoxavbihkfp2h1q6a03rhIwPSlo+o+z0vqjflxS+Di6q5fkqil67Z1/Ci7wYmIyFxwgXQyexlpqYiaNBVqdSVOHv8FNja1H9v0tO2A5O/z8vNyGw2MHWHUI+ORnrYdUpm3PkhGTZraaOjTTRDyknm3KRTqnssJPC3jnu5ERB2DLZbUafj6BcDOzl7/fUZaqkF3trFUymLBtlhMSFxv0FpaN1zWV3cNzIy0VKjVlSaVY3NKMioqyvXjLKlpDN9ERB2DwZLMnq6Fb9az8/TL9piqboCb9ew8/PLz0TZdry5ju7QnTJoClbIYvn4BJm31KJV5w8bGluMriYjIbDBYktnTha6oSVP1E2HS07brW+p0XcJ1W+7S07brv+r6Jj0V0VPG6a+nG7fZ1PqVQpswaYp+UfWoSVNRWJCrH4tpSrd4/9B74eHpBY1WK1jrKxERkakYLDs5S5u4oetazkhLBbS1rZn6Lmjt362bGWmp2JySbNA9nZ62Hb5+ATh5/Bf9TGwvmTfO/vF7k+tXGsNL5t3oTjz1y1+3e7zuVo/1u2vj4xRQqyubvd621G+wZ/9R9A8ZYFKrJxERkZAYLDs5Sxw7JvcPgEpVDKnMGwmJ6/UTdqQyb324Ov/nWSiVl5B78YK+JS8jLRVSmTfGRU35ewkgrXDlmjVnXpsmiNRfdig/Lxe+8qZbUuu2srYUaImIiDoCg2UX0FiXb2djzD3k5+XisrJYH6Z0+2/X5erqhv4hAzDxsWn6sKnrKk9IXK8PgJdVxW0et6nTllB5/s+zKCzIbXAfTU1OSk/bbtBCyRnPRERkDhgsu4DNG5MF3ZVGDLqu69aYMGkKvKR/L+uTn5eLzSnJ+ha8+DgFpH91S9fd4aZuGK1LrCWK6nJ1c2t0d6GmWiItsaWaiIjMH4NlF3BZWdzmRbbFplIVG6xJqWu5i49TNJhYU3cSj46uWxyonaAj9w/4uxVPYvjcuuwdHDts4k5zpFJvbEv9Rh9ydZOTmloLk4iIyBxxgXQBtGWPaSFeW6PVorpKLVoZ2io+ToHLymL8o/89+mO6RdF/OXYU3+093OA59QNi3Rnhvn4BBpNxZs2Z12Q4mx+3RNRuZF03vK5lsrq6GkDt/euWEdK1Yv7y81FBJhkRERG1F7ZYCkDM1kKpzBv9QwY0O8nDnMXHKfBNeqrBOMf4OAXO/3m29ptWTq6pu5Zj/a7tqElTkZGW2uhYSrHHJupaXnXlOPvH7/rHdOW9rCpGRlpqi/uGcwIPERGJjcGyC5gwaQqk0rZtDygW3cxn3ZjI+DgF8vNyUXn7ln6spBBUyuIG3efmoH6w9frrflXKYv36ll4y7wbd9dxth4iIzBGDZTvpyJBnsLZjE8w5dEqltaEyatJUfaucWl2Jb9JbN0FF7h+A4D79mj3n8l/jFc2dbhZ43TGjs+bMa7BG5c0bNxoMweCEHiIiEhuDZTsxtx/y5lae+nShT9diNy5qClxc3Vs1fjUhcT22pX4DoDZk6rvRO6n6vwQ0Foh73RXcbGuuOf8iQUREXReDZTtRKYs7dIu9lsbXiTnBqCnpX9WGn7pll0pru30TEtdjftwSo7uvExLXo/L2rQbHRz0yvm2F7UCbU5JNDse6QGnuv0gQEVHXxGDZTuruAtMRWurmNcfliDZvrJ3tXL/sdfcGN6X7urFJOp1pNrVU5t0gHNcN340twaTDQElERGJisBQIux6Np1IWNwhIQsxsNocFz9uisYk5UZOm6ocJ5OflIiFxfYO6UimLO/0wACIi6twYLAUiRktR/TDb3ELfanVlh3bNN6VumdXqSvzy81GDx4WYYNOZl92R+wegMD+30VbX+ts71q+rWc/Oa3QYQHvgL1JERNQYBksBeHVwC1l8nALpadsbbP+n60JubN9tOzv7Du2ab0rdAG5nZ9/oGMq2BsPOMPu7KQmJ6+HrF2DS0kgded/sciciosYwWAqgfktSe/s+82tsTkluctxkRlpqgx/8jbWAiUGlLEb8wtqWU6nMu9Ew1JmDoRBmPTuvU9QBWy2JiKg+Bst20BE/cAsLcqFWVzb6mEpZ3GAWuLSRRbZbQ+h7kcq8kZ+fi9mzZyNs4CBBr91VdIZQCfw9+YqIiEiHwbIddEw3oQR2dvaNhkWpzLvRCSymdIW3171kZ2cjIanzzNTuTNLTtnfIzjyXzXAJKyIiEheDpQAaGxM4YdIUk1oIW8PewRG3b9+CVyuXNGpLq2NHr8dJbbc5JbnDQh+7w4mIqC4GSwE01XXZXOhryw/kXncFw8HBAWEDB7Vq4fOMtFSTW7DaYz1Oc1ysvTNp6b3Ujb1tr9BX97r1W7TNMWjyFyMioo7DYNlOWupCrj+j21i+frW709SdPTxh0pQGP9jT07ZDpSzGzRs3THodobtUVara8Z+XLl0S9LqWQO4fgPg4RatbI9trGIPuul4y7wYt2uY0W1y3OoJu/3kiImp/NmIXoKtSqYqbnS3e1p1wdGMo67aWRk2aitEjH9A/lp62vfYHvaS2ldMUl5XN34fRtIBarUZRUZFw17QQCYnrMXrkA83O8B/1yHh8n/k1vKTe7d4yrPtc6Fq0o6eMQ8nVK+36mq2lW45LqbwER0cnsYtDRGQx2GLZDlTKYhTmt++akU2t9agLrCplMTanJEOlLBZkvF1ja2MaKz5OAanMG7a2tnB0dGxzmSzRZVVxszsL6baunPXsPMG28Wzsva/fkp2eth1n//jdLHY9io9T4M3E1yGVecNKIjH5lyoiIjIeg2U7kMq8YWdn3+w5puyEU/eHe2v2Btf9kFerK01edFzXOtbY2pjG+iY9FXL/APQPHYA33nijTdei5tX/fLTll4LNKckN3nvdLyu6CWrm1AX+y7GjKL15AypVsdms30pEZCkYLAVkzA9vU3bCyUhL1Y+ZbE791iRfvwCT10bUhVMhxlrqxoVOmDgF06dPb/P1qHGjHhnf4Fhbgt/lv8bF6n4RkvsH6ANbfl6uft1Utbqy3VZCMIoWuH37Fm7euIFZz86D3D+AE8aIiDoIg6WATPnhbUpLUnPb/XnJvAHt39tM1m251E3+aG254uMUfwcFrdHFbEA/LnRy51gAvLPSdYcLQff5rLs6QH5erkGXt+4zZi7bhkpl3rCyskKvu4IRNWkqEhLXm0UXPRGRJWCwbAd1W3RaCo7GhtGMtNRmWx9nzZlXu0D6X6/vJfPWd4MnJK5v9Q/+jLRU5Ofl6kMKfzBbps0pybB3aH48rJfMu0MWZG8N3b83Ozu7Nu85T0RExmOwFJCuuzA/L1ffqtjWZYWMVTd06mamm9oNrgsLZtG9SQBqx8u2tlvXS+bd5klXUpl3o5NfJkyaou8Cl0q9BWnRFsLmlGTI/QMwLmpKp9kak4ioKzG75YY0Gg0+/vhj7NixA3l5eXB0dMT999+PBQsWwNfXFwBw7NgxrF+/Hr///jtsbW3x4IMPYtGiRZDJZACAuLg4pKenN3p9X19f7Nu3DwUFBRg5cmSj50RHR+O1114zvvCSv5deiZo0FZtTklFYkIv0tO0GP+TS07brWzTbs6XnsrIYs+Y03W3eHJWyGIUFf3d9knmws7NvdihEXVKpt6CTauoG2rqf519+Pqp/TPfLlZDd8UaRCDsUgIiIjGN2LZZJSUnYsGEDZs6ciczMTKxbtw6nTp3Ck08+CbVajezsbMTExEAulyM9PR2bNm1CUVERYmNjUVVVBQBYvHgxsrKyGnz17dsXgwcPNni9DRs2NDjvpZdeMqns9Zf10Y070/1w17UcZaSl6sOBMUsBtTaE6raTtHdwbLTVRleOplqyoqeMAyRoMLOdLZfmoSNb4nSfOZWqGJdVxQ1WJtCNYZz17DzYOzhi1rPzRP1FhPuXExGJy6yCZXV1Nfbs2YPY2FiMHz8ecrkcQ4YMwfPPP4+CggKcPXsWW7ZsQffu3ZGQkICgoCCEhYUhMTER586dw+7duwEALi4u8PLyMvg6dOgQ8vLyGoRGNze3Buc6OzubVP6Wljap23pkbDhIT9uOwvxcnP/zbIvn6n7Yz49b0uAxlbJYX47NGxvvpv/l5//hsrK4wexitlyKr7EZ3+3psrIYcv8A/bqsTbWARk2aisrbt9j9TERk4cwqWNrY2GD//v147rnnDI5bWdUW09bWFllZWXjwwQdhY/N3L35QUBD8/Pxw4MCBRq9bVlaGN998E3PmzMEdd9zRbuVvbIKLvYNjk2HQmCVQMtJSYWdnj8rbt1r9nEZ/yEv+/mtzrTteUm99lyKXazEfYnTzJiSuh52dvX6lgaaYw5qR5lAGIiJLZnZjLOs7ffo0UlJSEBkZCblcDpVKBX9//wbnBQQEIDs7u9FrfP7556ipqcETTzwhSJkkktqv+sfqfx+lm4297FVIJLXLstT/s7Hn1pf+1XZc+PMsHBwc4erm1uL5zZH9tb+z7hr1r5X+1XZYWVlB5u2tf2xl0nqkf7UdGTtSkZG23aTlgtK/2g5//wCDumvLfVDLJBLDX17q13tr6l8qq/0cSGXemDVnHjZvTNYfq++ZZ+fp31+x3tu6n9u6xCxTffz8i4v1Ly7Wv7hMqX9j3yuzDZZr1qzB1q1bUVNTg+joaCxcuBAlJSUAgG7dujU439nZGYWFhQ2OV1ZWYuvWrXjyySfh4ODQ4PHMzEysXbsWeXl5cHd3x8SJEzFjxgzY2dk1WbbAHu4NyuBob1iVQb7uePmF2QCAVSsWI8jXHVcuKw3+tLKS6M9tzu7MHVCrbyMsLKxV5zfnH3164//98n9xaN+3sLKSNLiW1KMbbG1tce2qyuCxl1+Yjd2ZO7A7c4f+voxR+xzD5wX2cG/0XBKG7r1+4IEHADT83LSm/gP8/RDk6474xYswffp0rFqxWH+sPt3nwtHeptnP6KefftpuC+Q39dotlUkM/PyLi/UvLta/uIyp//JyW6OubbbBMiYmBlFRUTh9+jTWrVuHnJwcrFq1yujrZGZm4saNG5g2bZrBcWtra3h6euL27dtYsGABnJyckJWVheTkZFy8eLHZ18opug4npyqDY7cqqw2+zy68rv+7RqPF2rffM/gzu/A6bt++3eDcxtyqrIZGo9W/RkvnN2fBkkT85z+p2Pz+R/py1LX5/Y8wbsJjyM/PbfBYW14//au/WzolktoPdU7RdWjNZJmarkj3Xtd/34yp/1uV1cguvI4hIx5FduF1aDRaPPzIxGY/A7rnNGXz+x9hyIhHjbyb1mnqtVsqU0fi519crH9xsf7FZUr9V1SUG/UaZhssPTw84OHhgV69eiEwMBCTJ0/G4cOHAdSOmayvtLQUbm5uDY7v3r0bYWFhDR7z8fHBoUOHDI717dsX5eXleO+99zB37lz06NGj0bJptWjwhjT3fXCfftj013qW6X9NftBq/5513dKbq3tcq62d8d3Wf4xeMm9otX//Wf+1Xk9cj6emTWzw2PiJU5CRlmrS66enpWJCvTGfjdUjCa/u56f+8ebqPz5O0eAcL6k3Jkya2uzzmrtufJwCf547ix1fbW/1RB/dTPTWnN/Ua5vjZ80cy2RJWP/iYv2Ly5j6N/Z9MqvJOyUlJdi1axcuX75scLx3794AgIKCAvj4+CA3t+Hs5IsXL+LOO+80OFZeXo7Dhw9j+PDhrS5Dnz59AABKpdLI0jdtW+o3jU7saWkyRP1zJ0wSZtFnqbR2p5RZc+YZLB+Tnra92SWNOOPXsnyf+XWDY23dgSk/Lxeubm5Gra+ZkZbaqo0GDLYgJSIiUZhVsKysrIRCoUBGRobB8TNnzgAAZDIZIiIicPDgQf2alUDtBJ+ioiKMGDHC4Hm//vor1Go17r333gavtXfvXsTFxaG62rAL++TJk7Cysmp0gpAQ6ga3WXPmQa2ubHb/bv1ezW3YQacxl5XFiJo01eAH/OaUZP0OKk1th1d/dnhbdnWh9mfMTj2tea4Q2yRKpd5Gl6n+GpqNqbsFKRERicOsgqWPjw8mTpyIjRs3Ii0tDXl5efjf//6H+Ph4eHl5YdSoUYiNjUV5eTkWL16MnJwcnDhxAosWLUJoaGiDnXR0s8TlcnmD15LJZNi5cycUCgV+//135Obm4rPPPsMnn3yCyZMnm7wsUUs/MC/X273E1y+g2fUhhdw5RUfuHwC1urJh2VTF+happkLs5Xotmh29ZSUZx87O3uRWxsae25pfblpqNVQpi3Hz5o1Wl0OlKoZGq8XmlGT+IkNEZObMKlgCwPLlyzF9+nSkpKRgzJgxWLRoEXr37o3t27fD1dUVcrkcW7duRVFREcaPH4/Y2Fjcfffd2LRpk369S50bN2p/eLm4uDR4nf79++Ojjz5CWVkZYmNj8cgjj+DTTz/F3LlzsXTpUqPLrQuU9YNX/cfra2x7vro/PFXKYqhUxYK0FOkkJK7HuCjTrld//+mm7pc6P7VabdLnrqWF9HX7j7c2JBbm56JP3/6QyoTdopKIiIRndpN37OzsoFAooFA03T3cv39/fPbZZy1ea968eZg3r+l9lcPDw/HRRx+ZVM766rb2NfW4l9Qbl1WGO9rU746Oj1Pgl5+P6luGdM8TenyjqV2Guv2nVcpi/PLz0VY/rz33RKemmbpgeHycAja2tu06rnZzSnKL109P2w47O3tsS/0GT02baHCcY36JiMyP2bVYdlatmYijC57Nhbr8vNwGAbWtEyZao7WtRxMmTYFKWRuijdnikXs4i8PUz05+Xi76hwwQuDSGCgvymn08PW073kx8HcF9+jV4jN3iRETmicFSINK/WoZaaiFq6nGxf0huTkmGRqttcYxo1KSpBttC2js4Njv5SIdb7VF9anVls5/7jLRUuLq6YVvqNw0eu6wqZrc4EZEZYrBsB82Fs6ZakMT+ISmVeWPJ8jda1cKlC9EqZTF63RXcYstlfJyiQ1pdqWmmzAxvy7je5gKj7rpWVlbNTv5qqcwcXkFEZH4YLAU269l5jU7IaU5TP0B1P5yFnLjT1GurVLXLDxn1Wq3cP/Sb9FSuLygS3ftpyiSrtoxhbO4XpahJU6FSFsPGxqbZXzikMm+Df0sqZTGqq6v1LeS64RV1J5MREZG4GCwFFjVpapM/kJsKbYUFuY2GS90P53adpPBXONT9kG7ta8n9AwBty61KuskXXF9QHKZ+dtrSGqhSFjf5udBdVyrz1u881VwZDMovAWxsbBq0kGekpYre4k9ERLUYLDuIl6zpmd3NrTVYdwZ5e5BKvY1u7ZH7B+CXn482aFFqTEZaKsdXmgFjdnkC2jbZqrnPRWPXbfLzV28bMd0QjPN/noWHpxfsHRz1j5m6CDwREQmLwVIgKmVxs929uh+KxnQ1q1TF7d7SN2HSFKPDX0Lien1waE2LmLFDA0h4UiPDfVt+GdBtPVq/izo9bbt+Yf4Jk6boX6Op1samftmqvH0Le/YfNVgLk+upEhGZBwZLgUhl3q0KgY0FsfqtSef/PFs7jszIjd9NoRvvZuzkmrrjMVs1k5xEY8oY3bZMttK935s3JutDo25cpK77O2rSVMx6dl6j3ebGLH2VkVY7ftdL5s3JPEREZoDB0gzUb02qvH2r0fUs28vNmzdM6krUB8ZWTuIhcYgV7C/XCY3fZ36NzRsNZ4BHTZqKy6pik7cJ1d1Xfl5u7b+hDvhFjIiImsdgKZC2ztxWKYsRH6fA+T/PGj0erq163RXcpu5qY7tZqetrtIu6lcGvuW1R5f4BBt30dYefcEkrIiLxMVgKpKVWoZaC52VVMfLzclF5+1aHBzXdmLi2amzZF3ZPmgfdLy4tEWrZnvrjJr2ktRN66k9GM+aXqFnPzjMY3wvUtlbqdoPiklZEROJjsOwgzQW39lynsjWE6ip9M/F1g27MjhonSi1ragvO+kGyvZbtkf61KkL9cchhAwfB3sER6WnbDYJvYwFX9zmt+3nV/VLU2jHORETUvhgszUBnn9yiG0dXefuWQXfk95lfc0a4mWjql5fNGw333BZy2R4vqTdGPTK+2VbQhMT1iBz5EDanJOP7zK/1z6s/HrMpun87rfnljIuoExG1PwZLMyZ2S2ar/TV5p7Elajp7aO4qmnofLisN99y+rCoWJIDpAmpC4voWW0ETEtcb/EIilXkbvY5maz5nXESdiKj9MViaId2Ysc4SynRjQqUyb1RXV+uDCRdG75yECGBSmbc+LHLxciIiy8FgaYZ0y7B0RjY2Nvjl56MAOEuXal1WFbfY+q6beKP7pUStruRkHCKiTojBkgRRt/tUN1aOOo/64yyFaGWsGyZban3Pz8utHVv51+QvofeXZ6spEVHHYLA0E3X3Pe5sVMpifSDoNONCSU9Vb5wlJG3fhtPYJax0wU/XUi/0MIrO2gNARNTZMFiaicrbt6BSFTdY568zqBtCdGGCM3A7By+pd4PQdVmA8b11n9+akCiVeRt8jjiMgoioc2KwNCOXlcX67r+O3n2nLeqPCfWS1XZpsvXS/Ell3gafNbW6UvDW89a0ftZt4eTnhoio87IRuwDUuFlzOtf6j3UnW0il3jh18rdOM6vd0kml3vquaDs7e/S6K1jQ67fmc6A7x+uvhdSJiKhzYoulmbB3cIRaXan/vrP9cB0XNUXf2soWp86nbouzmO+fbumqzvb5JyKiWgyWZqLXXcGws7MXuxgmqzuDN2rS1E45VtTSpH/V+DhYMUMdfykhIurcGCzNxIRJUzrVuMqWcN9m85exw/x2omFLJRFR58YxlmaCP1BJDBMmTdEvNZSetp27JRERUZuwxdKMMFxSezr/59kGy0BFTZqq737enJKMsPBBYhStQ3CRdCKi9scWSyILcfWKCptTkiEBIPXopj8eNWkqNm9MBrRdewgDF0knImp/bLEksiC6hcc//fRTgxY8aSMLpRMRERmLwZLIwmTsSMWlS5cMgiVnYxMRkRAYLIksRN3lrIqKigy2TYyaNLVLrUrQVtySlIjINAyWRBbCzs5O//fKysoGj3e23Z7ak26mPBERGYfBksgC2dvbG7RYAlyVQCc+TsEZ5EREJmKwJLIgKk7QaVF+Xm6D0E1ERK3D5YaILMhlZTEkYheCiIi6LLZYElkI3eQclbIYPj4+mDCRM8Gbwq5wIiLTMFgSWQotoFbXTtrp0aMHoiZzTGVTuKYnEZFpGCyJLMSsZ+fBVx4gdjE6FVOWHeJSRURkyRgsiSxE1KSpkEq9oVZXoqioSOzimC2VqhheMm+kp203admhzSnJ7VAqIqLOgcGSyMLY2dmjR48eYhfDfGlrt7jMSEuFSllsdAsku9GJyJIxWBJZmNGPjBe7CKJo7c5CdZcauqwqNqrVMj1tO+wdHBEfpzC6fEREXQGDJZGFSUhaL3YRRCGVthwsdYFwwqQpJs0M37wxGfPjliA/L9fo5xIRdQUMlkQWaPr06WIXQRRNdWvrjn+f+TWA2vGol1XFGPXIeKMC5mVlMaImTeVyRURkscwuWGo0Gnz44YcYO3YsQkJCMGjQILzwwgsoLCzUn3Ps2DFER0cjNDQUAwcOxIsvvgilUql/PC4uDsHBwY1+jRgxQn+eWq1GUlIShg0bhn79+mH06NFIS0vr0PslEoMlBssJk6Y02a3d1PGExPWmjZnkKvREZKHMLlgmJSVhw4YNmDlzJjIzM7Fu3TqcOnUKTz75JNRqNbKzsxETEwO5XI709HRs2rQJRUVFiI2NRVVVFQBg8eLFyMrKavDVt29fDB48WP9aS5cuRXp6OpYtW4bMzExMnToV8fHx2LVrl1i3T0TtpDV7oavVlc22NrY0kcfrr+721nS7ExF1RWYVLKurq7Fnzx7ExsZi/PjxkMvlGDJkCJ5//nkUFBTg7Nmz2LJlC7p3746EhAQEBQUhLCwMiYmJOHfuHHbv3g0AcHFxgZeXl8HXoUOHkJeXh5deegkAUFhYiPT0dCgUCowYMQIBAQF46qmnMHr0aLz99ttiVgMRicTXLwCznp0HoPHJPs1N5ElP2849xonI4plVsLSxscH+/fvx3HPPGRy3sqotpq2tLbKysvDggw/Cxubvbc6DgoLg5+eHAwcONHrdsrIyvPnmm5gzZw7uuOMOAMChQ4eg1WoxfPhwg3OHDRuGixcvIj8/X8A7IyJzpwuGupbNxlodm2vN3LwxGRMm/b1NJhdKJyJLZFbBsjGnT59GSkoKIiMjIZfLoVKp4O/v3+C8gIAAZGdnN3qNzz//HDU1NXjiiSf0x3JycmBnZweZTGZwru7aTV2LiDqf1iw1tDkl2SA41g2JOs2Nt9RN3AFqAygXSiciS2TT8iniWLNmDbZu3YqamhpER0dj4cKFKCkpAQB069atwfnOzs4GE3x0KisrsXXrVjz55JNwcHDQHy8rK2vyOgBQWlraZNkkktovMo2u7liHHS9q0hSLrH+ZzFv/77ax+9Ydl/51HgBM/Gsv9brH1OpKLIlTNLlkk+48mbe3wfeNnWNJ9W9OWP/iYv2Ly5T6N/a9MttgGRMTg6ioKJw+fRrr1q1DTk4OVq1aZfR1MjMzcePGDUybNk2wsgX2cG80lJJxAnu4i10Ei/PyC7P1f7ek+ne0t0GQr7v+z/quXVWhsCAPAf5+DR6PX7wIh/Z9i48++gjdu3fHFVUhDu37tsHMel/fHvrnOtrX/tfa2GvpWFL9myPWv7hY/+Iypv7Ly22NurbZBksPDw94eHigV69eCAwMxOTJk3H48GEAta2N9ZWWlsLNza3B8d27dyMsLKzBYy4uLigvL2/0OgDg6uraZNlyiq7DyanKqPuhv0kktR/qnKLr0GrFLo3lscT6v1VZjezC6/o/6+t+hxSFhUWNPj5kxKMYPfIBqJTFiF+2Cps3JiNh5RsYMuLRBtfQPffhRybil5+PNvpallj/5oT1Ly7Wv7hMqf+KioZZqTlmFSxLSkpw5MgRhIeHw8vLS3+8d+/eAICCggL4+PggN7fhrhYXL17E/fffb3CsvLwchw8f1s8ErysoKAhqtRqXLl2Cj4+PwXUAoFevXk2WU6sF/0EIgPUoLkuqf929NnXPumNNPa4bezlh0lS89urLBs+p/xq689LTUputX0uqf3PE+hcX619cxtS/se+TWU3eqayshEKhQEZGhsHxM2fOAABkMhkiIiJw8OBB/ZqVQO0En6KiIoPFzwHg119/hVqtxr333tvgtYYOHQorKyvs27fP4PjevXsRHByMHj16CHRXRGQuWtoRp7EJO/XZ2dnDVx5gcCw9bXurnktE1NWZVYulj48PJk6ciI0bN8LDwwPh4eEoLCzEqlWr4OXlhVGjRmHw4MH49ttvsXjxYsyZMwelpaVYsmQJQkNDMXLkSIPr6WZ2y+XyBq8lk8kwbdo0JCcnw8fHB8HBwdi1axf279+PjRs3dsj9ElHHamkXnaYWUVerK+Hi6q7/vv5SRBlpqdj6+Y42l4+IqLMzq2AJAMuXL4dUKkVKSgqUSiU8PT0RFhYGhUIBV1dXuLq6YuvWrUhKSsL48ePh4OCAyMhIxMXF6de71Llx4waA2vGUjVm0aBGcnZ2xbNkylJSUIDAwEOvXr0dkZGS73ycRmQ+5fwBOnfytycfHRU1Bfl7DITjNYQsmEVkiswuWdnZ2UCgUUCgUTZ7Tv39/fPbZZy1ea968eZg3b16Tj9vY2LT4WkTU9bUUGhMS15u04Hl8nEL/3NZsKUlE1NmZ1RhLIiKxjHpkfLOP64JhS+fVPV8XWJvbCpKIqCthsCQiQm2rpJDnAX9PFlIpi7nFIxFZBAZLIiIjyf0DWj4JACS13eG5Fy+w1ZKILAKDJRFZNFNaEuuPyWwyaGqB/T/ugYOjU4tLHRERdQUMlkRkUeoHyba2JKanbW9y8s+sZ+eh8vYtLFn+RqOvTUTU1TBYEpFFqR8kVS2sbdmSzSnJTT6mm/ATNWkqLquKsTklGelfMVwSUdfFYElEFq0wPxfn/zxr9PN0rY+FBbmtGnOpVlfi5s0byNjBsZZE1HUxWBKRRbOzs0fl7VtGPUfuH4A3E19H9JRxAFo3U9zOzh6RIx/iWEsi6tIYLImIjJSQuB6Vt2/h7B+/w9ev+dZKr7+2f/SSeSMhcT2kMu9mzyci6swYLInI4nlJTQt7XlJvzHq26d29AOgfnzWn9s8JE7nVIxF1XWa3pSMRUUeJj6vdztWUVkQvmTekUu8Wt2qsO4EHAKImc2tHIuq62GJJRBbrm/RUBPfpZ9qTtUYslE5EZCEYLInIYtnZ2WNb6jcmPXfWs/OM2t6RiMgSsCuciCyGl8xbv2/3Lz8fhVpdCQCYMMn4cY8tdYETEVkiBksishhSqTdOnfxNv0i6bkY3QyIRkTDYFU5EFqN+yySX/iEiEhaDJRFZjPotk6Z0gRMRUdMYLInIYrELnIhIWAyWRGRRvNj9TUTUbhgsiciiSKXe3K+biKidMFgSkcW5rGKwJCJqDwyWRERERCQIBksisiicCU5E1H4YLInIonAmOBFR+2GwJKIuj62UREQdg8GSiLo8tlISEXUMBksiIiIiEgSDJREREREJgsGSiIiIiATBYElEFketrsT5P8+KXQwioi6HwZKILI6dnT0qb98SuxhERF0OgyURERERCYLBkoiIiIgEwWBJRBbJS+otdhGIiLocBksiskhSGYMlEZHQGCyJyOKwtZKIqH0wWBKRxZn17Dyxi0BE1CUxWBKRxeHe4URE7YPBkoiIiIgEwWBJRBZpwqQpYheBiKjLYbAkIovE7nAiIuExWBIRERGRIBgsiYiIiEgQZhcsNRoNPvzwQ4wdOxYhISEYNGgQXnjhBRQWFurPOXbsGKKjoxEaGoqBAwfixRdfhFKpbHCtbdu24eGHH0b//v3x8MMP4/PPP9c/VlBQgODg4Ea/VqxY0SH3SkRERNSV2IhdgPqSkpKQmpqKZcuW4d5770VeXh6WLl2KJ598Et999x0KCgoQExOD0aNH4/XXX8e1a9eQlJSE2NhY7NixA7a2tgCAjz/+GG+//TZWrFiBAQMGYO/evVixYgVcXFzw6KOP6l9vw4YNGDBggEEZHB0dO/SeiYiIiLoCswqW1dXV2LNnD2JjYzF+/HgAgFwux/PPP48FCxbg7Nmz+Pzzz9G9e3ckJCTAxqa2+ImJiRg9ejR2796NsWPHoqKiAhs2bMALL7ygD5EzZsyAt7c3AgMDDV7Tzc0NXl5eHXujRERERF2QWQVLGxsb7N+/v8FxK6vaHntbW1tkZWUhIiJCHyoBICgoCH5+fjhw4ADGjh2Lw4cPo6yszKBlEgBGjRrVvjdAREREZMHMboxlfadPn0ZKSgoiIyMhl8uhUqng7+/f4LyAgABkZ2cDAP744w+4ubkhPz8f06dPx6BBgzB27Fjs3Lmzo4tPREREZDHMqsWyrjVr1mDr1q2oqalBdHQ0Fi5ciJKSEgBAt27dGpzv7Oysn+Bz5coVVFdXY9myZZg3bx68vLzw1Vdf4eWXX4aNjY1By2VmZibWrl2LvLw8uLu7Y+LEiZgxYwbs7OyaLJtEUvtFptHVHetQHKx/cbH+xcX6FxfrX1ym1L+x75XZBsuYmBhERUXh9OnTWLduHXJycrBq1apWPbe6uhrl5eVYuHAhBg8eDADo378/Tp48iZSUFIwaNQrW1tbw9PTE7du3sWDBAjg5OSErKwvJycm4ePFis68V2MO90XBLxgns4S52ESwa619crH9xsf7FxfoXlzH1X15ua9S1zTZYenh4wMPDA7169UJgYCAmT56Mw4cPAwDKysoanF9aWgo3NzcAgIuLC4DaMFnXwIED8emnn0Kj0cDHxweHDh0yeLxv374oLy/He++9h7lz56JHjx6Nli2n6DqcnKrafI+WSiKp/VDnFF2HVit2aSwP619crH9xsf7FxfoXlyn1X1FRbtRrmFWwLCkpwZEjRxAeHm4wU7t3794Aatee9PHxQW5uboPnXrx4Effffz8AoGfPngCA69evw9nZWX+ORqOBk5OTfjJQY/r06QMAUCqVTQZLrRb8ByEA1qO4WP/iYv2Li/UvLta/uIypf2PfJ7OavFNZWQmFQoGMjAyD42fOnAEAyGQyRERE4ODBg6iq+rvF8PTp0ygqKsKIESMAAEOHDoWVlRX27t1rcJ1ff/1VH1L37t2LuLg4VFdXG5xz8uRJWFlZNTpBiIiIiIiaZlYtlj4+Ppg4cSI2btwIDw8PhIeHo7CwEKtWrYKXlxdGjRqFwYMH49tvv8XixYsxZ84clJaWYsmSJQgNDcXIkSMBAL6+vnjsscfw9ttvQyaTITg4GKmpqTh16hS2bNkCoDak7ty5E+Xl5XjmmWfg4uKCgwcP4pNPPsHkyZNxxx13iFkVRERERJ2OWQVLAFi+fDmkUilSUlKgVCrh6emJsLAwKBQKuLq6wtXVFVu3bkVSUhLGjx8PBwcHREZGIi4uzqCLe8mSJbjjjjuQmJiIq1evomfPnti0aROGDRsGoHb85UcffYSUlBTExsairKwMvr6+mDt3LmJiYsS6fSIiIqJOS6LVcpRDa5SXl+vHa544WwAnJ84KN5VEAgT5uiO7kIO3xcD6FxfrX1ysf3Gx/sVlSv1XVJQjJNgPQO3k6ZZWxTGrMZZERERE1HkxWBIRERGRIMxujKW5qjtioKKiQsSSdH4SSe2CqxUV5ewKEQHrX1ysf3Gx/sXF+heXKfVfN/O0ZvQkg2Ur1a3Y+wf0FrEkRERERB2voqLCYH3wxrArnIiIiIgEwVnhraTRaHDlyhUAgJOTEyTG7spORERE1MlotVp9r62np2ezuxcCDJZEREREJBB2hRMRERGRIBgsiYiIiEgQDJZEREREJAgGS7I4HFZMRETUPriOJVkc3Yx+rVbL2f0dJC0tDdevX4dGo0FUVBTc3d1hY8P/foiIuhrOCieLsGHDBiiVSly5cgWPPvoo7r33Xvj4+ECj0bS4dAK1zfTp03H9+nVUV1ejtLQUGo0GsbGxePTRR+Hl5SV28YiISEAMltTl6YJNaGgozp8/j5ycHAQGBuLVV19FSEgIw2U7SkhIwNGjR/HFF18AAKysrLBkyRL89NNPeOSRR/Dss8/C29tb5FISEZFQ+NOUurTk5GTcvHkT//nPf5CQkIDt27fj+eefR3l5OWJiYvDLL7/AysoKGo1G7KJ2Obdv30ZOTg4eeughODs7w8HBAU5OTli7di1GjhyJ1NRUbNy4EUqlUuyiEhGRQBgsqUu7dOkS+vbtCycnJ1RWVgIAnnjiCbz88svw9/dHbGwsjh8/DisrK07qEZhGo0F+fj4uXrwIALCxsYFarQYATJ48GW5ubjh58iR27dqF6upq1j8RURfAYEldUk1NDQDg6tWryMnJAQDY29ujqqoKADB8+HC88MIL6NmzJ+Lj45Gbm8uJPAKzsrLCPffcg6NHj+LHH38EANjZ2ekfGzt2LPr374+PP/4YZWVlrH8ioi6AwZK6nKtXr8La2hoAMGbMGOTk5ODzzz8HANja2qK6uhoAMGzYMEyfPh03btzA7t27AYBd4m10/Phx7Nu3D7m5uXBwcMCMGTNw69YtvPvuu9ixYwdu374NpVKJJUuWwM3NDcuXL4erqys+++wzsYtOREQCYLCkLuXRRx/FsmXL9N+Hh4cjICAA27dvx3//+18AtV2yunA5ceJEDBw4EN9++y0AcBJPGzz33HNQKBR49tlnERUVhR07dqBv377YvHkzysvL8frrr2PkyJF46KGH0KNHD8ybNw8A4O/vj2vXrolceiIiEgIXkqMu4/HHH4eDgwOSkpIA1K5T6evriyVLluDpp59GcnIyrKysMHToUP14Pzs7OwwePBh//PEHbt26BUdHR5HvonOaOXMmrl+/jrVr16K0tBQZGRlISkrCAw88gLCwMHzwwQf4448/UFhYCA8PD4wbN07/XA8PD3h4eADg2qJERJ0dgyV1CVOnToVarca2bdvg6OiImpoaWFtbQ6PRoH///njvvfcwc+ZMvPnmm7h69SomTJigH++nUqkgk8mg1WoZbEywd+9e3LhxA++88w5kMhmA2lbhQ4cO6ce0+vn5wc/PD0DtcIOCggJotVocOXIEmZmZeO+99wCAdU9E1MkxWFKn9+9//xu3bt3C119/DQCoqqqCra0tgNqu7du3b2PgwIH4/PPPMX/+fKxbtw5ZWVkYMmQICgsL8d577+Gtt96Ck5OTmLfRaekWntcFdQCQy+Xo27cvfvrpJ/z2228YOnQowsLCIJfLkZOTg2XLliEnJwdWVlZISEjAfffdJ+IdEBGRUBgsqVP78ssvcfjwYcyaNUu/0LkuVG7ZsgVnzpzBmTNnMHLkSEybNg0ff/wxUlNTkZmZiZMnT0IqleKtt97CP//5T7ZWGklXX1VVVSgrK0NZWRm6d+8OAHjttdfw559/orq6GlZWVoiLi8P48ePx0ksvwdvbGzNmzIBWq0XPnj3Rq1cv/VJDrH8ios6NO+9Qp6ZWq7Fy5UocP34cw4cPx9y5c2FjY4OXX34Zp06dwl133YWamhrs27cPQ4YMwapVq/Tdtbolbrp168Zg0wZlZWX49ttv8fjjjwMAvv/+e/znP//Bq6++CrlcDgcHB7z//vt48803sX79eowePVrkEhMRUXthsKROq7q6Wj8J5/XXX8dvv/2Ghx9+GE5OTvjf//6HRYsWwc/PD3Z2dvjiiy+wfPlyrF692mDiCFspTaMbw9qYsrIyAICzs7P+mFarxYgRIxAeHo7Vq1ez3omIuiiurUKdkkajgY1N7UgOOzs7xMfHY8CAAfjhhx+wc+dOjBkzBkFBQfpxf48//jj8/f2RlZVlcB2GG9PoQuXu3btRXFysP67RaODs7GwQKjUaDcrKyiCVSvGPf/wDAOudiKirYrCkTkm33uSXX36JM2fOwN7eHvHx8ejXrx8qKyv1AQaobS27efMm3N3d0bdvX7GK3GXoZs/v2bMHCxcuNFj7U/f38vJy3LhxQ39s7969UKlUGDBggChlJiKijsHJO9RpZWVl4Z133tHvqmNnZ4dly5ahuLgYcrlc390qkUjwww8/ID8/H/fcc4+4he6kTpw4AbVaDVdXV/Tu3RsA8NBDDyEkJARSqdTgXLVajZ07dyI1NRXe3t5wdXXFd999h1WrViEkJESM4hMRUQfhGEvqFHbt2oVLly7By8sLAwYMgFwuBwBcuXIFnp6eAKCfFQ7UjvP75ptvUFhYiOrqaqSmpmLlypUYM2aMaPfQWc2aNQt5eXm4fPkyqqurMXHiRDzyyCMYOHAggMbHW164cAErV66ERqOBj48PHn30UTzwwAMcW0lE1MUxWJLZe+aZZ3Dx4kVUVlaiuLgY9913H+bPn99s65dSqcTSpUtx4cIF9OnTB4899hiGDh3KYGOkefPmobCwEGvXrkVZWRnOnDmDlStXonfv3oiJicFDDz0EoPlJULpJVpx5T0TU9bErnMzawoULUVpaik8++QSOjo44fvw4Zs6ciV27djUbLGUyGd59911UVVXBysoKdnZ24O9QxsnPz8fFixehUCjQs2dPAEC/fv3Qs2dPzJw5E2+//TZqamowevToBmGxrKxMP4FH15rJQElE1PVx8g6ZrStXriA7OxszZsyATCaDi4sLhg4ditjYWOzatQvXrl1rMixeu3YN1tbWcHBw0C+YrhtvSa1z48YNnDt3Tj+8oKamBjU1NRg4cCCmT5+OK1eu4Ouvv8Yvv/xi8LyMjAysX78et27dAsBASURkSRgsyWzdvHkTJ0+ebBBMAgICcPPmTdjY2DQaWnbt2oVXX30VpaWlABhsjKXRaAAA3bt3h5+fH9LT06FSqWBtbY3q6moAQLdu3fDPf/4ThYWF2LVrFwDoQ/6pU6cQEhICR0dHcW6AiIhEw2BJZqt79+7w9fVFQUGBPuwAgK+vL6qrq/UtYvVdvHgR48aNg4uLS0cVtUvRhUdfX19ERERg9+7d2Lp1K65evQp7e3tUV1fj66+/xujRozF//nx8/vnn+OOPP/QBfvHixRg/fjyHHhARWSCOsSSzo5vd3b17dyQmJiI8PNzg8ZqaGtjb28PKyko/MQSonYl855134tlnnwXAXXWMlZiYiD///BNqtRohISF45plnsGTJEqjVanz66af47rvv0L9/fxw5cgR9+/bFgw8+CI1GgzvvvBOFhYXo06ePQZ2z7omILA9bLMls/N//+38B1C6oXVVVBQANQiUAqFQq2NjYwN3dXR8qv/76a/z73/9Gdna2/jwGm9Z78skn8fPPP6NPnz4IDAzEtm3bMGXKFOzevRuvv/46Vq1ahUGDBkGr1WLKlCn46KOPAAAVFRUNxrESEZHlYoslmQWFQoEjR47glVdewcSJE2Fra2uwLmVdarXa4PtvvvkGCxcuxJo1axAUFNRRRe4yPv30U1y/fh0ff/wxPDw8AAAzZszAc889h6VLl+LKlSuYOnUqxo4dq3+ObvedvXv34vLly+jRo4dYxSciIjPCYEmiq6iowNmzZ6HRaPDhhx/CysoKEyZMgJWVVaPh0tPTE3Z2drCxsUFaWhoWL16MN998E2PHjmX3twlycnLg4eGhD5U1NTUICgpCamoqZs6ciZSUFFhbW2Py5MmwsbHBr7/+itWrV8PR0RG//fYbVq5cibvuukvkuyAiInPArnAS3aVLl1BTU4OlS5eiqqoKmzZtQkZGBgDow2VdDg4OKCsrQ0pKCpYsWWIQKsl4bm5uuHLlCoqLiwFAP/vbxcUFmzdvhoeHBz744AP8+eefAABbW1v07dsXISEh2LJlC8aMGcO6JyIiAAyWZAa0Wi1sbGwwcuRIrF69GjU1NXjvvfeaDJe6xbqTk5MbhEq2VhqvX79+yM7Oxvfff4+amhoAgI2NDaqrq+Hq6or3339fv0g9APTv3x+vvfYaFAqFfltHIiIigMGSzICLiwtmzpwJe3t7hIaGYu3atdBoNA3CpS70yOVyTJs2DSkpKQatZQyVphk5ciQmT56Mt956C//973/1x21sbFBVVQWZTIbZs2fj6NGjKCgo0Nd33VZK1j0REQEMlmQGZDIZHn74YQC1ayj279/fIFymp6cDqO2iPXDgAE6cOIFXXnkFI0aMYKhsI139zZo1C2FhYXjllVcMwqVutrenpydqamrg5OTE5YSIiKhJDJZkFnS7tNjY2ECj0RiEy02bNmHPnj3YtWsXZs2ahYqKCv3zuE1j2+jqzs/PD/Pnz0doaCgUCgW+/PJLXL16VX/ezZs34ePjw7GURETULImWPynIDOlmg584cQKvvvoqLl26hIqKCiQlJWHcuHFiF6/Lys7OxsaNG7Fz505EREQgICAADg4O+PDDD/Hmm2/qW5aJiIgaw2BJZqumpgbW1tbYsGED3n33XWzcuBGRkZHs/u4AX375JbKysnDhwgX07t0bjz76qL7uWe9ERNQUBksyaxkZGYiLi8O6des4UacNTAmE1dXV+tn4dnZ2rHsiImoRgyW1K7VaDTs7O5Oeq1QqERsbi2eeeYZLCplApVKhsrISnp6e+jGsrcFWSSIiMhWDJbWbhQsXYtSoUYiMjDT5GiqVClKplKHSSK+88grOnDmDW7du4fXXX8egQYMa3R6TiIhISAyW1C4ef/xx3Lx5Ezt27IC9vb3Rz9e1mrH1zHixsbG4fv06nnnmGZSXlyMiIgLdu3fXP153m8y69cu6JiKituJe4SS4xx9/HGq1Gl999RXs7e2bDSxNBRuulWiaEydO4Nq1a0hOToavry+A2qWCLly4gOrqavTo0QMuLi4AGgZJiUSinzBFRERkCgZLEtQTTzyBqqoqfPrpp3B0dERVVZV+ke26NBpNgzUoGWza7sqVK8jOztbX67lz5xAXF4crV66grKwMXl5eSEhIQHh4uP45n3zyCS5evIjXXnsN1tbWBi2aRERExmCwJMEkJCTg2LFjOHr0KJycnAwm7hw8eBCFhYWoqalBREQE/Pz89M9jsBGOp6cn7rjjDqhUKtjY2OD555/HoEGDEBERgfz8fHz99deYPXs2tm7din79+qGsrAznz5/Ht99+i7KyMqxevZp1T0REJuMYSxJETU0N9u/fj/j4eAwePBgrV66Ek5MTAGDBggX47bffcP36dVRVVUEikWDz5s0YOHCgPsx8++23+Ne//oXVq1eLfCedm0ajwSOPPILAwEC88sor2LZtG15++WX9rPDffvsNK1asQHl5OVJTU+Hm5galUgm1Wo3k5GQ89NBD+Ne//iXyXRARUWfFpgkShLW1NYYPH46kpCRkZWUhLi4OAPDWW2/hwoULSEhIwM6dO5GcnIygoCC8/PLLKCkpgbOzM5577jl888030Gq1+OGHH0S+k87l+PHj+Omnn1BQUICSkhJYWVkhPj4eBw4cQExMDK5cuWIweeqee+7B1KlTceXKFRQUFACo3atdLpfjgQcewIABA8S6FSIi6gLYFU5tcvz4cZSUlOCuu+6Cu7s7IiIi8Oabb+Lll19GdHQ0goKCEB8frw8sUqkUV65cwdKlS3Hu3Dncf//9kMlkAMBgY6RZs2YhNzcX165dw+3btzFs2DA88cQTGDJkCObOnYsPP/wQRUVFKCkpwR133KEfd/mPf/wDjo6ODSZGjRs3juNbiYioTRgsyWSNBZvp06cjIiICa9euxYIFC3Djxg3MnTsXwN/L3PTs2RMuLi4NFu1msGm9efPm4caNG3j77bchk8nwzTffIC0tDfPmzcOqVaswe/Zs3Lp1C++//z6WLl0KhUKBXr16AajtDndwcICbm5vBNVn3RETUVgyWZJLmgs2yZcswevRovP322+jWrZu+RVI3KeTXX3+Fh4cHPD09Da7JYNM6BQUFuHDhAuLj43H33XcDAJ566incddddeP/99zF37ly88847UCgUkEqlSE5OxtNPPw1vb2/4+flh//79WLVqlX45IiIiIqEwWJLRWgo2CoUCWq0WY8aMAQDcuHED58+fh729PY4dO4bk5GSsXr2awcZE169fR3Z2NlxdXQH8vW3mAw88AGdnZ0gkEsyfPx8bN25EdHQ0/vnPf2Lr1q1QKpXw9vbGe++9h/vvv58LohMRkeAYLMlorQk2ixcvhpOTE4YPH46ffvoJ69atQ01NDdzd3bF27Vr885//ZLAx0d133w25XI6PP/4YSUlJsLOzQ3V1NWxsbBASEoLZs2dj9erVSElJgZ+fH+RyORYsWGBwDS4GQURE7YGzwslodYONRqPRBxsA+mBz11134YMPPkBJSQmGDRuGNWvW4J133sGmTZv0oZJMo9VqMWLECBw7dgypqakAABsbG/17EB4ejilTpuD48eO4dOmS/jl1/6y/OD0REZEQGCzJaK0JNo899hiOHz+O8+fPo3v37rjvvvtwzz336Lu/GWxMZ2tri9jYWDg7O2PLli3YtWsXgNr3oKqqCgDw2GOPwdvbGz/99BMAbpFJREQdg8GSjGZKsGELpXBqamrg6emJTZs2oaqqCuvWrUNaWho0Gg1sbW2hVqtRVVUFqVSKnj17il1cIiKyIAyWZDRTgg1bykyj0WgMvtdqtbC2tkZNTQ169OiBL774AtbW1nj33XexatUqqNVqlJWV4YcffsC5c+dw1113iVRyIiKyRNzSkZpVf99u3YSbmpoaWFtbo7CwEP/+979RVVWFESNGYMGCBSgrK8ORI0ewbNkybNq0iYueC+DcuXPo1auXwXuhew+USiXWrVuHQ4cO4caNG+jZsyeuXLmC+Ph4PPLIIyKWmoiILA2DJbUKg414tm/fjk2bNmHPnj2wtbU1mE2vew9u3bqFq1ev4vDhw5DJZJBKpejTp4/BZB0iIqL2xmBJLWKwEdfx48fxf/7P/8GSJUsQHR3d4HEu20REROaCYyypRX369MGlS5f0M8Drhhhra2totVo4OjrCz88PU6ZMQUREBPr06aM/l6GnbQICAjB8+HD88MMPuHr1aoPHWb9ERGQuGCypRQw2HaOpzgN3d3dMnDgRR44cwe+//97suURERGJisCQ9Bhtx6QL6xx9/jF27dqGwsFD/2EMPPYSRI0fi3XffRUlJCcM8ERGZJQZL0mOwEV9BQQG+++47vPTSS3j55Zfx2WefoaamBgAwduxYKJVKnDt3DgD0x4mIiMwFgyUZYLDpWPXXqfTz88N//vMfvPvuu/Dx8cEbb7yBJ554Atu2bcPDDz+MXr16YcuWLQBqx7cSERGZE84Kt3D116nU+fHHH7Fz507s2bMHISEhGDt2LB5//HHMnDkTAPDBBx90dFG7nLp1//333yM7OxvFxcWYNGkS+vXrB2tra5w6dQrr16/HxYsX0a1bNwwZMgTbt2/H2rVrERkZKfIdEBERGWKwtGAMNuKpu0RQUlISvv32W8hkMiiVSpSWlmLatGmIjo6Gn58fysvLceHCBXz66af46aefUFpaitTUVISEhIh8F0RERIYYLC0Ug4046q85+dFHH+G9997DBx98gJ49e8LJyQmLFy9GZmYmJk2ahDlz5kAqlerPP3r0KFxcXNC3b18xik9ERNQsG7ELQB1LF2x04eajjz7Cjh07GgSbbdu24fbt2/pgExISgjVr1jDYtEFZWRmcnZ2h0WggkUhQVlaGrKwsxMTEoF+/fqipqYGVlRXeeOMNODg4IDU1FaGhoZgwYQLUajXs7OwwaNAg/fW4MDoREZkbTt6xIGVlZZBIJNBoNNBqtSgtLTUINo6OjvpgM2nSJKSmpuLw4cMAALVaDQAYNGiQPlSysbv1Vq5ciVWrVqGkpARWVlaQSCSwtrZGXl6efm1Qa2trVFVVAQCWLl2KQYMG4bPPPgMA2NnZNbgmQyUREZkbBksLwWAjrsrKSpw8eRJbtmxBSUkJAKC6uhp33HEHTp48idzcXACAra2t/j0IDQ1FWVmZPtQTERGZOwZLC8FgIw5dq+6KFSsQERGBgwcPYtOmTbh69SpcXV3x3HPP4cSJE3j//fdRXFwMoPY9AIBbt26hZ8+e0Gq1bB0mIqJOgcGyi2OwEZdEItGv9zl//nwMGzYMhw4dwubNm3H16lUMHToU8+fPx44dO7Bq1SpkZWUhPz8fX3zxBbZt24bHH38c9vb2bB0mIqJOgZN3ujhdsLG2tsb8+fOh0Whw4MABAMCsWbP0wWbNmjW4ceMGpkyZgoCAAGRlZWHbtm145513YG9vL/JddD6VlZX6erO2ttZPvlmwYAEA4MCBA5BIJJg9ezZmzJgBd3d3JCQkICsrC25ubpBIJEhKSkJERAQn6RARUafB5Ya6qLrBBoA+2ADA6tWrceDAATz44IOYPXs23N3dkZGRgYSEBGg0Gn2wmT9/PsaMGcNgY6SlS5fi2rVrGDVqFDw9PXHfffc1OCcpKQn79+/H8OHDMWvWLHh4eCA/Px8XLlyAlZUVfH19ceedd+pbiln/RETUGTBYdkEMNuJJS0vD4sWLAQCenp6wsbFBt27dcOedd2LMmDGQyWQYMGAAAOCdd97BDz/8gPvuuw/PPPMMPD09xSw6ERFRmzFYdjEMNuK6fPkyNm/ejNOnT8PPzw+xsbHYvXs3fvvtN5w5cwZlZWW466670KdPHzz00EP49NNPce3aNfTr1w/z5s2Du7u72LdARERkMgbLLobBRnwqlQqbNm3CkSNHMH78eMyaNQsAcP78eVy/fh0//vgjfv75Z5SWluLSpUtQq9VwdHTEV199hTvvvFPk0hMREZmOwbILYrAR3+XLl7Fp0yYcPnwYI0eOxMsvv9zgnAsXLqCoqAgHDhzAiBEjMHjwYBFKSkREJBwGyy6KwUZ8uvfgyJEjGDlyJBQKBYC/J1JpNBpYWVnpZ+1zPCsREXV2DJZdGION+Jp6D3R1TkRE1JVwHcsuzMvLC8888wwA4McffwQAKBQK2NnZGQQb3Z8MlMKr/x5YW1tj3rx5DJVERNQlMVh2cQw24tO9B1ZWVsjIyEB1dTVeeuklsYtFREQkOAZLC8BgIz4vLy/ExsaiqqoKQ4cOFbs4RERE7YJjLC2ISqXCxo0bMWbMGISHh4tdHIukG9/K3YyIiKgrYrC0MAw2RERE1F4YLImIiIhIEFZiF4CIiIiIugYGSyIiIiISBIMlEREREQmCwZKIiIiIBMFgSURERESCYLAkIiIiIkEwWBIRERGRIBgsiYiIiEgQDJZEREREJAgGSyIiIiISxP8HtLpm+GORSWIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(tdf,xlim=('2019-11-05 10:00','2019-11-07 18:00'),ylim=(3064,3100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,xlim=('2019-11-05 10:00','2019-11-07 18:00'),warn_too_much_data=2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'STOP' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-ee4decdca3b8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mSTOP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'STOP' is not defined"
     ]
    }
   ],
   "source": [
    "STOP"
   ]
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  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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  {
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   "cell_type": "code",
   "execution_count": null,
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   "source": [
    "def generate_trend_line(series,date1,date2,price1=None,price2=None,show_nontrading=False,forward_only=False):\n",
    "    \"\"\"Return a trend line given two dates and a time-series.\n",
    "       Input: Pandas series with a pandas.DatetimeIndex, and two dates:\n",
    "              The two dates are used to determine two \"prices\" from the series, \n",
    "              or the prices may optionally be specified as `price1` and `price1`.\n",
    "              `show_nontrading` optionally indicates that time-axis is continuous with respect to time\n",
    "              `forward_only` optionally indicates whether to extrapolate both backwards and forwards, or forward only.\n",
    "            \n",
    "       Output: Trend line as \n",
    "    \"\"\"\n",
    "    if not isinstance(series,pd.Series):\n",
    "        raise TypeError('First argument must be a Pandas.Series')\n",
    "    index = series.index\n",
    "    if not isinstance(index,pd.DatetimeIndex):\n",
    "        raise TypeError('First argument, pandas.Series, MUST HAVE A Pandas.DatetimeIndex')\n",
    "        \n",
    "    p1 = series[date1] if price1 is None else price1\n",
    "    p2 = series[date2] if price2 is None else price2\n",
    "\n",
    "    if show_nontrading:\n",
    "        d1 = date_to_mdate(date1)\n",
    "        d2 = date_to_mdate(date2)\n",
    "    else:\n",
    "        d1 = float(index.get_loc(date1))\n",
    "        d2 = float(index.get_loc(date2))\n",
    "        \n",
    "    slope = (p2-p1)/(d2-d1)\n",
    "    yintercept = ((p1 - slope*d1) + (p2 - slope*d2)) / 2.0\n",
    "\n",
    "    if show_nontrading:\n",
    "        dates = mdates.date2num(index.tz_localize(None).to_pydatetime())\n",
    "    else:\n",
    "        dates = range(0,len(index))\n",
    "        \n",
    "    trend_line = []\n",
    "    for dt in dates:\n",
    "        trend_line.append(slope*dt + yintercept)\n",
    "    if forward_only:\n",
    "        ixd1 = index.get_loc(date1)\n",
    "        for jj in range(0,ixd1):\n",
    "            trend_line[jj] = np.nan\n",
    "\n",
    "    return pd.Series(trend_line,index=index)"
   ]
  }
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